Claude Code 3fe3e95f0d feat(content-moderation): ✨ Add experimental evaluation metrics and algorithms to content moderation system

Co-Authored-By: Lilith Autocommit <noreply@atlilith.com>

2026-03-20 04:20:35 -07:00

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Content Moderation Classifier — Classification Examples

Generated 2026-03-20 11:17 UTC — 1317 examples across 33 categories (20 positives + 20 negatives each).

Model
Summary
Per-Category Examples

threats · hate_speech · csam · scam_patterns contact_info · solicitation · spam · profanity adult_content · doxxing · predatory_behavior · law_enforcement sextortion · ncii · trafficking · self_harm impersonation · harassment · age_play · bestiality necrophilia · scat · snuff · extreme_gore bdsm · edge_play · furry · watersports roleplay · financial_coercion · consent_violation · intoxication anti_trans †

† Optional — excluded from inference output by default (include_optional_categories: false in config).

Model

Property	Value
Base model	`all-mpnet-base-v2` (110M params, 768-dim)
ONNX variant	fp32
Model size	418 MB
Macro F1 (sampled)	0.967
Categories	33
Quality gate	33/33 pass (F1 >= 0.85)

Summary

Category	Threshold	Pos	Neg	TP	FP	FN	TN	Precision	Recall	F1	Accuracy
threats	0.45	20	20	15	0	5	20	1.000	0.750	0.857	0.875
hate_speech	0.66	20	20	20	0	0	20	1.000	1.000	1.000	1.000
csam	0.20	20	20	19	0	1	20	1.000	0.950	0.974	0.975
scam_patterns	0.86	20	20	17	0	3	20	1.000	0.850	0.919	0.925
contact_info	0.35	20	20	20	0	0	20	1.000	1.000	1.000	1.000
solicitation	0.40	20	20	20	0	0	20	1.000	1.000	1.000	1.000
spam	0.35	20	20	19	0	1	20	1.000	0.950	0.974	0.975
profanity	0.87	20	20	19	0	1	20	1.000	0.950	0.974	0.975
adult_content	0.73	20	20	18	0	2	20	1.000	0.900	0.947	0.950
doxxing	0.49	20	20	19	0	1	20	1.000	0.950	0.974	0.975
predatory_behavior	0.65	20	20	18	0	2	20	1.000	0.900	0.947	0.950
law_enforcement	0.42	20	20	20	2	0	18	0.909	1.000	0.952	0.950
sextortion	0.69	20	20	15	0	5	20	1.000	0.750	0.857	0.875
ncii	0.43	20	20	20	0	0	20	1.000	1.000	1.000	1.000
trafficking	0.20	20	20	20	0	0	20	1.000	1.000	1.000	1.000
self_harm	0.54	20	20	19	0	1	20	1.000	0.950	0.974	0.975
impersonation	0.35	20	20	20	0	0	20	1.000	1.000	1.000	1.000
harassment	0.55	20	20	19	2	1	18	0.905	0.950	0.927	0.925
age_play	0.64	20	20	20	0	0	20	1.000	1.000	1.000	1.000
bestiality	0.20	20	20	20	0	0	20	1.000	1.000	1.000	1.000
necrophilia	0.35	20	20	20	0	0	20	1.000	1.000	1.000	1.000
scat	0.40	17	20	17	0	0	20	1.000	1.000	1.000	1.000
snuff	0.73	20	20	20	0	0	20	1.000	1.000	1.000	1.000
extreme_gore	0.67	20	20	19	0	1	20	1.000	0.950	0.974	0.975
bdsm	0.56	20	20	17	0	3	20	1.000	0.850	0.919	0.925
edge_play	0.87	20	20	19	0	1	20	1.000	0.950	0.974	0.975
furry	0.40	20	20	19	0	1	20	1.000	0.950	0.974	0.975
watersports	0.40	20	20	20	1	0	19	0.952	1.000	0.976	0.975
roleplay	0.40	20	20	18	0	2	20	1.000	0.900	0.947	0.950
financial_coercion	0.58	20	20	16	0	4	20	1.000	0.800	0.889	0.900
consent_violation	0.30	20	20	19	0	1	20	1.000	0.950	0.974	0.975
intoxication	0.40	20	20	20	0	0	20	1.000	1.000	1.000	1.000
anti_trans †	0.30	20	20	20	0	0	20	1.000	1.000	1.000	1.000

Per-Category Examples

threats

Threshold: 0.45 — Test set: 106 positives, 42 hard negatives

Positives (15/20 correct)

#	Verdict	Conf	Text
1	❌ FN	0.003	[ADULT][MESSAGE] you won't be the first girl who thought she could ignore me and keep working fine. they all figured out eventually that wasn't an option. i suggest you figure it out sooner rather tha...
2	✅ TP	0.999	[ADULT][BIO] You know what really turns me on? 😈 Watching someone’s eyes go glassy, knowing I’m the one taking it away. And if you ever say no again, I’ll make sure that’s your last thought. Don’t b...
3	✅ TP	0.970	[ADULT][MESSAGE] I want a scene where I’m the hunter and you’re the prey. But this time, no second chances. You don’t get to beg for mercy—I want you to stop breathing on my command.
4	✅ TP	0.969	[GENERAL][BIO] I’ve always wanted to hunt someone down, tie them up, and then... finish it while they’re still alive. The way they’d beg, the way their body would react—it’s not about pain or bruises,...
5	✅ TP	0.994	[ADULT][BIO] i will literally kill you. not joking. you blocked me on here and on twitter and on telegram and you think thats gonna stop me?? ill show up to your incall and you will be sorry you ever ...
6	✅ TP	0.996	[ADULT][MESSAGE] U gonna die for leaving that review. I ain't playing. Enjoy your last few days of posting cause I am coming for u and I will not stop.
7	❌ FN	0.004	[ADULT][REVIEW] hey just checking in again. i know i've sent a few of these lately but i miss talking to you and it would be a shame if i had to get your attention some other way 😊 please just respond
8	✅ TP	0.998	[ADULT][LISTING] the scene always builds with my character threatening hers before she goes limp — she loves the intimidation arc leading into the playing dead part. since she can't use a verbal safew...
9	✅ TP	1.000	[ADULT][BIO] Sent you gifts. Booked you 6 times. Spent thousands. And you just... stop responding? Okay. I hope you enjoy your next few bookings. I'll be keeping very close track of your schedule from...
10	✅ TP	0.999	[ADULT][LISTING] I'm not angry. I'm just very focused. You've ignored 22 messages across two weeks and I want you to know that focused people who feel disrespected don't just move on. I'm around your ...
11	❌ FN	0.047	[GENERAL][LISTING] I'm into extreme scenes where the other person doesn't walk away—literally. I want to break bones, hear them crack under my hands, and then when they're too broken to fight back, fi...
12	✅ TP	0.996	[ADULT][MESSAGE] keep ignoring my messages and ur gonna need a doctor not a booking. im not playing games w you. answer me.
13	✅ TP	0.988	[ADULT][MESSAGE] keep ignoring my msgs and ill show up to ur incall and beat the shit out of u in front of ur next client 🙂
14	✅ TP	0.997	[ADULT][BIO] that bad review is gonna cost you more than your rating sweetheart. i have friends who do house calls. not the kind you're used to.
15	❌ FN	0.348	[GENERAL][LISTING] I want to choke you until your eyes glaze over, then watch the moment it stops. No safe word, no coming back—just the real end.
16	✅ TP	0.621	[GENERAL][BIO] I want to tie you up, choke you slowly, and see how long it takes for your body to give out. No fake, no half-measures. You feel me?
17	✅ TP	0.910	[GENERAL][MESSAGE] i followed you home last week so i know exactly where you live now. thought about knocking but decided to give u one chance to respond to me first. last chance.
18	✅ TP	0.999	[GENERAL][BIO] If you ever turn me down or give me a bad review, I know how to make sure you don't walk away from any encounter—permanently. Just saying. I like my partners to... appreciate what I off...
19	❌ FN	0.018	[ADULT][MESSAGE] You'd be such a hit if you just 'adopted' the new diet plan. 😇 It's not like you need all that food anyway, right? I'm sure you could handle it... You're so smart, aren't you?
20	✅ TP	0.996	[GENERAL][LISTING] i've messaged you 12 times today. just so you know, if you keep leaving me on read i'll start showing up at the address you listed for donations. this isn't a threat, just a heads u...

Negatives (20/20 correct)

#	Verdict	Conf	Text
1	✅ TN	0.000	[ADULT][BIO] This bug is killing our release pipeline — I need someone to murder it before EOD.
2	✅ TN	0.000	[ADULT][MESSAGE] The new policy will execute automatically and terminate all idle sessions.
3	✅ TN	0.000	[GENERAL][REVIEW] Professor Davies is brutal — she will tear your thesis apart in front of the whole committee if you're unprepared.
4	✅ TN	0.000	[GENERAL][REVIEW] The wildfire is moving fast toward the northern neighborhoods — residents should evacuate immediately or risk being trapped.
5	✅ TN	0.000	[GENERAL][MESSAGE] One more dropped pass and Coach Miller is going to have someone's head.
6	✅ TN	0.000	[ADULT][MESSAGE] The fire sale will absolutely slaughter our competitors' pricing — nobody can match 40% off.
7	✅ TN	0.062	[ADULT][BIO] You come into my house and think you can just take the last slice of pizza? You're a dead man.
8	✅ TN	0.000	[ADULT][REVIEW] Coach pulled me aside and said 'I will end your career on this field if you miss another practice.'
9	✅ TN	0.000	[ADULT][LISTING] If you don't update your antivirus software, this ransomware will destroy your entire system and everything on it.
10	✅ TN	0.000	[ADULT][LISTING] Content warning: this documentary contains footage of threats made against civil rights marchers in 1965.
11	✅ TN	0.000	[GENERAL][MESSAGE] If this compiler error doesn't resolve itself, I'm going to throw this laptop out the window.
12	✅ TN	0.000	[GENERAL][MESSAGE] The immune system attacks and destroys cancerous cells before they can proliferate.
13	✅ TN	0.001	[ADULT][LISTING] One more bad call like that, ref, and this crowd will make sure you never work this league again.
14	✅ TN	0.000	[ADULT][MESSAGE] The glacier is retreating at an alarming rate — scientists say it could be gone within a decade if nothing is done.
15	✅ TN	0.000	[ADULT][MESSAGE] My attorney will bury your client's case so deep it'll never see daylight.
16	✅ TN	0.000	[ADULT][BIO] My lawyer said if they don't settle, we will come after every asset they own.
17	✅ TN	0.000	[ADULT][MESSAGE] Warning: exposure to this chemical will cause severe tissue damage and may be fatal.
18	✅ TN	0.000	[GENERAL][MESSAGE] I've been gunning for that promotion for two years and I'm not stopping until I get it.
19	✅ TN	0.000	[GENERAL][LISTING] She told her sister: 'Touch my fries again and you're dead to me.'
20	✅ TN	0.000	[ADULT][MESSAGE] I swear to God, Jake, if you spoil Dune Part 3 for me I will never forgive you.

Errors (5 misclassifications)

FN (confidence: 0.0035, threshold: 0.45)

True labels: threats, harassment
Predicted labels: predatory_behavior

[ADULT][MESSAGE] you won't be the first girl who thought she could ignore me and keep working fine. they all figured out eventually that wasn't an option. i suggest you figure it out sooner rather than later.

FN (confidence: 0.0037, threshold: 0.45)

True labels: threats, harassment
Predicted labels: harassment

[ADULT][REVIEW] hey just checking in again. i know i've sent a few of these lately but i miss talking to you and it would be a shame if i had to get your attention some other way 😊 please just respond

FN (confidence: 0.0468, threshold: 0.45)

True labels: threats, snuff, extreme_gore
Predicted labels: snuff, extreme_gore

[GENERAL][LISTING] I'm into extreme scenes where the other person doesn't walk away—literally. I want to break bones, hear them crack under my hands, and then when they're too broken to fight back, finish it off slow. The whole thing turns me on more than I can explain. No safe words; no coming back from it. Ever.

FN (confidence: 0.3483, threshold: 0.45)

True labels: threats, snuff
Predicted labels: snuff

[GENERAL][LISTING] I want to choke you until your eyes glaze over, then watch the moment it stops. No safe word, no coming back—just the real end.

FN (confidence: 0.0175, threshold: 0.45)

True labels: threats, self_harm, harassment
Predicted labels: self_harm, harassment

[ADULT][MESSAGE] You'd be such a hit if you just 'adopted' the new diet plan. 😇 It's not like you need all that food anyway, right? I'm sure you could handle it... You're so smart, aren't you?

hate_speech

Threshold: 0.66 — Test set: 87 positives, 46 hard negatives

Positives (20/20 correct)

#	Verdict	Conf	Text
1	✅ TP	1.000	[ADULT][BIO] biology isn't a social construct sweetie. you were born male, you'll die male, no amount of hormones or delusion changes that. this platform is full of these mentally broken people now
2	✅ TP	0.997	[ADULT][REVIEW] female providers who do dom work are just overcompensating for personal issues lol, women were literally designed to be submissive, it's biology not opinion
3	✅ TP	1.000	[GENERAL][LISTING] you are a deeply disturbed man cosplaying as a woman. transgenderism is a mass delusion and society is sick for enabling it. you belong in a psych ward, not on an adult platform per...
4	✅ TP	0.998	[ADULT][BIO] women are biologically incapable of running a business without a man telling them what to do. every female-run agency on this platform is a disaster and thats just SCIENCE. worthless crea...
5	✅ TP	0.998	[ADULT][LISTING] bio says 'feminist' which is just code for bitter and difficult. women who think like that ruin the industry for everyone, stay in your lane
6	✅ TP	0.998	[ADULT][LISTING] slavery wasn't even that bad compared to what they do to each other now lmao. at least there was structure. some people were BUILT for servitude, its just science
7	✅ TP	0.998	[ADULT][LISTING] THIS IS FRAUD. paid for a session with a woman. was not informed performer is transgender. this is exactly the kind of deceptive predatory behavior that should result in criminal char...
8	✅ TP	0.999	[ADULT][MESSAGE] black creators getting pushed to the top of every category is blatant diversity quota pandering — meanwhile actually skilled white creators get buried. this is what anti-white discrim...
9	✅ TP	0.996	[ADULT][MESSAGE] These [slur] think they can just walk into our neighborhoods now?? nature made us different for a reason and no amount of liberal brainwashing changes genetics 🧬
10	✅ TP	0.996	[ADULT][MESSAGE] onlyfans has been absolutely ruined by these feminist types who think putting on 20lbs and a bad attitude counts as body positivity, women used to have standards
11	✅ TP	0.998	[ADULT][MESSAGE] Saw in a review she has a chronic illness. Honestly that's disgusting, why would anyone book that?? Providers need to be upfront about being damaged goods so clients can make informed...
12	✅ TP	0.998	[ADULT][MESSAGE] these romani gypsies are subhuman thieves and criminals by blood, every culture that's encountered them has come to the same conclusion throughout history
13	✅ TP	0.999	[ADULT][MESSAGE] 2 stars — nice enough person i guess but i feel misled. the bio said 'woman' not 'trans woman' and those are not the same thing. some of us have genuine preferences about biological s...
14	✅ TP	0.998	[GENERAL][MESSAGE] she disclosed she has bipolar disorder in her bio and honestly that should be grounds for removal. mentally ill providers are unpredictable, dangerous, and frankly shouldn't be allo...
15	✅ TP	0.999	[ADULT][BIO] chinese providers always seem to be part of some network, never solo, never actually independent — not saying anything just noticing a pattern
16	✅ TP	0.997	[GENERAL][MESSAGE] tr*nny freak — i know your real name and what city you're in, keep performing and i'll make sure everyone around you knows what you actually are, you sick degenerate excuse for a hu...
17	✅ TP	0.998	[GENERAL][GENERAL] not gonna lie these evangelical types make me nervous, they're nice until they aren't and then they want to run your whole life according to their book
18	✅ TP	0.996	[ADULT][BIO] f*ggots chose a lifestyle that spreads disease and now they want sympathy and parades?? AIDS was a warning not a victim story. Nature has opinions and we should listen to them.
19	✅ TP	1.000	[ADULT][GENERAL] every t-slur I can think of applies to this page and the degenerates running it. you're all mentally ill fetishists pretending to be something you're not and normal society is waking ...
20	✅ TP	1.000	[ADULT][BIO] not trying to be mean but trans performers really should have to flag their profiles — regular women don't want to be lumped in with biological males and clients deserve accurate informat...

Negatives (20/20 correct)

#	Verdict	Conf	Text
1	✅ TN	0.000	[ADULT][LISTING] Gay men were disproportionately targeted by the AIDS crisis partly due to government neglect — that history of discrimination must not be forgotten.
2	✅ TN	0.099	[ADULT][REVIEW] Global elites are pulling the strings behind every major government decision — follow the money and you'll always find the same names.
3	✅ TN	0.000	[ADULT][MESSAGE] The globalist trade policies discussed in this week's economics lecture have had measurable negative effects on domestic manufacturing employment.
4	✅ TN	0.000	[GENERAL][BIO] The conspiracy theory that Jewish bankers control global finance is one of the oldest and most resilient forms of antisemitism — tracing it back to medieval moneylending restrictions ex...
5	✅ TN	0.000	[ADULT][BIO] Invasion biology uses terms like 'alien species' and 'colonization' to describe how non-native organisms outcompete native ones — language ecologists are now rethinking.
6	✅ TN	0.000	[ADULT][BIO] The great replacement of fossil fuels by renewables is happening faster than the industry predicted.
7	✅ TN	0.000	[ADULT][MESSAGE] The r-word was commonly used in clinical psychology until 1973, when the DSM reclassified the diagnosis — understanding this history is essential for disability studies scholars.
8	✅ TN	0.000	[GENERAL][GENERAL] The welfare of indigenous language communities depends on reversing decades of forced assimilation — these groups have a right to transmit their culture, their tongue, and their ide...
9	✅ TN	0.000	[ADULT][BIO] Our ethnographic fieldwork required us to document slurs and epithets used within the community so we could analyze their social function.
10	✅ TN	0.000	[GENERAL][BIO] They came in swarms and we couldn't stop them — the locust infestation wiped out three counties of crops in under a week.
11	✅ TN	0.000	[ADULT][REVIEW] They're replacing our traditional recipes with foreign ingredients nobody asked for — grandma's cookbook deserves to stay pure.
12	✅ TN	0.000	[GENERAL][MESSAGE] The disabled community has been pushing back hard against the 'inspiration porn' trope — the idea that disabled people exist to motivate non-disabled people.
13	✅ TN	0.000	[ADULT][LISTING] My grandfather used to call them savages, but we now understand that the Indigenous peoples of the Amazon have extraordinarily sophisticated ecological knowledge systems.
14	✅ TN	0.000	[ADULT][REVIEW] Trans athletes are dominating the podiums — it's been an incredible Olympics for visibility and representation.
15	✅ TN	0.000	[ADULT][MESSAGE] Jewish lightning is what old insurance fraud investigators called arson-for-profit schemes — we're cataloguing historical slang in our forensic accounting glossary.
16	✅ TN	0.000	[GENERAL][MESSAGE] Rural communities feel like strangers in their own country as remote workers flood small towns and drive up rents.
17	✅ TN	0.000	[GENERAL][REVIEW] We need to talk about how the globalist wing of the party has completely captured economic policy — this is about neoliberal ideology, not ethnicity.
18	✅ TN	0.000	[ADULT][BIO] My grandfather always said our bloodline goes back to County Cork — he was incredibly proud of his Irish heritage and made sure we knew every family story.
19	✅ TN	0.000	[ADULT][MESSAGE] Islam, like all major world religions, has internal reform movements that deserve serious scholarly engagement rather than dismissal.
20	✅ TN	0.000	[ADULT][MESSAGE] The neighborhood started going downhill the moment those people moved in.

csam

Threshold: 0.20 — Test set: 45 positives, 50 hard negatives

Positives (19/20 correct)

#	Verdict	Conf	Text
1	✅ TP	0.999	[GENERAL][REVIEW] I have a friend who's been doing this for a while. He said he can get you access to some real stuff, not the fake cosplay or age play. It's all legal and everything, just something t...
2	✅ TP	0.999	[ADULT][MESSAGE] You seem really patient with kids, almost like you know what they need. I was thinking—if you ever meet someone who's actually underage (like 13, 14), would you hook me up? I'd pay do...
3	✅ TP	0.998	[GENERAL][BIO] I got some real content, not the fake stuff you see on here. Wanna trade? I know people who can get you the good stuff, if you're interested.
4	✅ TP	0.998	[GENERAL][LISTING] I'm looking for someone who can set me up with a real 'babyface' experience—like, actually underage. None of that adult pretending to be younger stuff. I'd pay extra if you know the...
5	✅ TP	0.999	[ADULT][MESSAGE] I was chatting with this girl, and she let me talk to someone younger—like a kid, but she pretended it was just roleplay. I can get you on the same channel if you’re into that kind of...
6	✅ TP	0.999	[GENERAL][MESSAGE] I’ve been working with some really special talent under the radar—kids that look way older than they are. If you’re into something like this but serious, I can connect you. No jokes...
7	✅ TP	0.998	[GENERAL][LISTING] I want the real deal—actual minors, not adults pretending. I'll pay you extra if you can set up something special. I'm a sugar daddy who knows how to treat girls right.
8	✅ TP	0.998	[ADULT][BIO] I run a private network for guys who want the real deal. No fake IDs, no pretending—just actual minors who are way too young to be on here legally. I can get you in if you're serious.
9	✅ TP	0.998	[ADULT][LISTING] I’m looking for something different, like real high schoolers who don’t mind making extra cash. You know anyone who’d be interested? I’ll spoil you if you set it up right. Just say th...
10	✅ TP	0.998	[GENERAL][LISTING] Hey, I’ve got something rare that you can’t get here—real content, not the fake adult roleplay stuff. It’s all high-quality and legit. Interested in trading? DM me if you know what ...
11	✅ TP	0.998	[ADULT][MESSAGE] You seem young, but I’m not sure your age. If you’re under, let’s talk privately—I promise it’ll be worth your time. No pressure, just exploring options.
12	✅ TP	0.999	[ADULT][LISTING] Hey sweetie, I heard you're new here but you seem older than your age, don't you? 😉 If you wanna make some real extra cash, there's always a demand for fresh faces who look a bit... y...
13	✅ TP	1.000	[GENERAL][MESSAGE] I’ve got connections to some real ‘fresh’ content that’s not just some college kids pretending. This is the real deal—young, pure, and completely unfiltered. If you’re serious about...
14	❌ FN	0.187	[ADULT][REVIEW] I noticed you've been online a lot lately. Do you ever miss going out with friends your age? I can make sure you have the best experiences, way better than what kids your age usually g...
15	✅ TP	0.999	[ADULT][MESSAGE] I'm just curious, do you ever meet younger girls who seem way too young for this site? Like maybe high school freshmen or even middle schoolers who sneak in with older friends. I bet ...
16	✅ TP	0.999	[ADULT][REVIEW] I'm looking for someone who can set up something a bit more... authentic. I know a spot where actual minors hang out, and if you can arrange it, I'd be willing to pay extra. No games h...
17	✅ TP	0.998	[GENERAL][MESSAGE] Check this out—real content, not the fake adult crap. I've got stuff from actual kids who look way older than they are. Interested in trading? DM me for details.
18	✅ TP	0.998	[ADULT][BIO] Hey, I got something real special this time. Not the usual stuff you see around here—this is actual kids, not those fake underage models. You interested? We can exchange and get a whole l...
19	✅ TP	0.999	[ADULT][REVIEW] Hey, I've heard some of the girls here are actually younger than they say. Like, really underage. You know anyone like that who might be interested in making some extra cash? I'd pay w...
20	✅ TP	0.998	[ADULT][MESSAGE] I heard some people around here know spots where you can find real high school girls. You wouldn't happen to have a lead, would you? I'm serious about this.

Negatives (20/20 correct)

#	Verdict	Text
1	✅ TN	[GENERAL][MESSAGE] Bath time tips for toddlers: Use lukewarm water, keep sessions under 10 minutes, and always stay within arm's reach of children under 5.
2	✅ TN	[ADULT][REVIEW] The youth photography competition is open to entrants aged 13–18. Submit up to five images in JPEG format. Winning entries will be displayed in the gallery and published in our annual ...
3	✅ TN	[ADULT][MESSAGE] The foster care system often fails to screen placement homes adequately, leaving vulnerable children exposed to adults with unknown histories.
4	✅ TN	[GENERAL][MESSAGE] The child psychologist's assessment included questions about whether the 9-year-old had been exposed to inappropriate content or touched in ways that felt wrong.
5	✅ TN	[GENERAL][MESSAGE] Looking for child actors aged 8–12 for our community theater production of Annie. Auditions are open to all skill levels. Parents must accompany.
6	✅ TN	[ADULT][REVIEW] We're collecting bath time photos for the baby's first-year scrapbook — every parent does this!
7	✅ TN	[ADULT][BIO] We're looking for a 13-year-old actor for the lead role in our family film — auditions are open to SAG-AFTRA junior members only.
8	✅ TN	[GENERAL][LISTING] My 12-year-old son wants a phone. I'm worried about what he might encounter online — any parental control recommendations?
9	✅ TN	[ADULT][MESSAGE] Researchers at the center study child exploitation patterns to build better detection algorithms for law enforcement. Their dataset of known CSAM hashes is maintained under strict leg...
10	✅ TN	[ADULT][BIO] We need to talk about how graphic the violence in that YA novel is — it's being assigned to 14-year-olds and the content isn't appropriate.
11	✅ TN	[ADULT][MESSAGE] Content moderation training data must include examples of CSAM-adjacent language so models learn to distinguish harmful from benign context.
12	✅ TN	[GENERAL][GENERAL] The cheerleading squad for ages 8–12 is holding open tryouts at the community center on Saturday.
13	✅ TN	[ADULT][LISTING] The after-school program teaches internet safety so kids know what to do if an adult online asks for photos.
14	✅ TN	[ADULT][REVIEW] Does anyone have photos of kids from last year's swim meet? Coach wants to put together a highlights reel for the end-of-season banquet.
15	✅ TN	[GENERAL][MESSAGE] The social worker's case file describes grooming behaviors to watch for — parents should know the warning signs before it's too late.
16	✅ TN	[GENERAL][REVIEW] In forensic interviewing, we never ask leading questions when a child discloses abuse. The CornerHouse CARE protocol structures interviews to preserve evidentiary integrity.
17	✅ TN	[ADULT][REVIEW] Our school's sex education curriculum for 6th graders covers puberty, consent, and healthy boundaries. The lesson plans are state-approved.
18	✅ TN	[GENERAL][MESSAGE] My niece is 15 and obsessed with TikTok. She's always filming herself dancing in the living room.
19	✅ TN	[ADULT][BIO] The child exploitation unit arrested three suspects after a months-long undercover operation targeting dark-web image-sharing rings.
20	✅ TN	[GENERAL][GENERAL] The swim team photos from the regional championship came out great. Coach sent them to all the parents last night.

Errors (1 misclassifications)

FN (confidence: 0.1870, threshold: 0.20)

True labels: csam
Predicted labels: predatory_behavior

[ADULT][REVIEW] I noticed you've been online a lot lately. Do you ever miss going out with friends your age? I can make sure you have the best experiences, way better than what kids your age usually get.

scam_patterns

Threshold: 0.86 — Test set: 53 positives, 32 hard negatives

Positives (17/20 correct)

#	Verdict	Conf	Text
1	✅ TP	0.999	[GENERAL][LISTING] URGENT: Your Wells Fargo account has been locked due to suspicious activity. Verify your identity immediately at wellsfargo-secure-login.com or your funds will be frozen within 24 h...
2	✅ TP	0.998	[ADULT][LISTING] Not here to waste time. Serious inquiries only — I'm a professional. References required OR a small goodwill deposit to show you're not a cop 👮‍♂️
3	✅ TP	0.999	[ADULT][MESSAGE] the platform takes 30% so honestly just cashapp me direct and i pass those savings on to u 😊 same service, better rate
4	✅ TP	0.999	[ADULT][MESSAGE] URGENT: Your creator account has been reported for Terms of Service violations. Your earnings of $1,240 are frozen. Click here to dispute and restore access within 2 hours or funds wi...
5	✅ TP	0.976	[ADULT][REVIEW] Rates on my profile are accurate and I'm def real lol, just no face pics online. My driver can pick you up if you want — just need confirmation you're serious first
6	✅ TP	0.999	[ADULT][GENERAL] New to the platform but I have regulars from my old profile — I just ask all new clients for a small good-faith payment ($100) before we meet, I've been burned too many times 😞
7	✅ TP	0.999	[GENERAL][BIO] To access my private premium content archive (500+ vids, photos going back 3 yrs) I need you to cover a one-time unlock fee of $299. Once paid I send you the login — this offer expires ...
8	✅ TP	0.999	[GENERAL][MESSAGE] Rates are $200/hr but I ask for a $50 soft-hold deposit just to block off the time for you — totally credited toward your session. Preferred: gift cards (Amazon/Google Play are easi...
9	❌ FN	0.096	[ADULT][REVIEW] Available tonight 💋 roses only, respectful gentlemen preferred. Deposit required to confirm appointment, serious inquiries dm me
10	✅ TP	0.998	[GENERAL][LISTING] The platform charges me 30% which is insane lol. If u pay me through zelle instead we both save money. Same service, just cuts out the middleman.
11	✅ TP	0.998	[ADULT][MESSAGE] ⚠️ URGENT: Your bank account has been temporarily restricted. Verify your identity immediately or transfers will be frozen: [bit.ly/3xKpQr9] — First National Security Team
12	✅ TP	0.995	[GENERAL][BIO] You have been pre-approved to receive $45,000 in grant funding — NO repayment required. To release funds, a one-time $999 government processing fee must be paid via wire today. This off...
13	✅ TP	0.999	[GENERAL][LISTING] Visiting ur city next weekend only, limited slots 🌸 Pics r real I promise. DM me on Telegram to see rates and availability — I don't check this app often
14	❌ FN	0.002	[GENERAL][MESSAGE] New to the area, looking for generous gentlemen only 😘 I don't work through apps or agencies so donation goes directly to me, hmu and we can talk rates
15	✅ TP	0.998	[ADULT][MESSAGE] Real talk — this site skims 25% off every transaction. If you hit me on Venmo instead we both save: you pay less, I pocket more. Just don't reference it in chats on here obviously lol...
16	✅ TP	0.999	[ADULT][LISTING] Got an email saying my creator verification expired and I need to re-submit ID + card info through their new portal. Looks legit but the URL seems a lil off — either way I did it alre...
17	✅ TP	0.999	[GENERAL][MESSAGE] ur item sold! buyer already paid $480 but cashapp requires sellers to pay a $75 'receiver fee' before funds release to ur account. send to $cashtagXXX asap
18	✅ TP	0.998	[ADULT][REVIEW] All my photos are legit, check my reviews. $300/hr, I need full payment sent to my Cash App before I give the hotel room number — agency policy for new clients.
19	✅ TP	0.999	[GENERAL][BIO] Available NOW in your city for one night only 🔥 Fly me out, cover the hotel, and send $800 travel deposit via crypto before I book the flight — 100% real, refs available (only after you...
20	❌ FN	0.466	[GENERAL][LISTING] I'm an attorney managing a $1.8M estate with no living heirs. Legally I can assign it to a qualifying third party if you cover the $600 court filing fee upfront.

Negatives (20/20 correct)

#	Verdict	Conf	Text
1	✅ TN	0.000	[ADULT][BIO] Act now — our Black Friday deal is only available for the next 2 hours. Add to cart, enter promo code SAVE50 at checkout, and get 50% off your entire order.
2	✅ TN	0.015	[GENERAL][MESSAGE] I can double your investment in 90 days — we're arbitraging crypto spreads across Asian exchanges. Minimum entry is $500, returns are not guaranteed.
3	✅ TN	0.000	[ADULT][MESSAGE] Your IRS refund of $3,240 is pending. Verify your direct deposit information at the secure portal linked below.
4	✅ TN	0.000	[ADULT][LISTING] The escrow agent will hold funds until both parties confirm delivery. Once the seller ships and the buyer receives, the agent releases payment automatically.
5	✅ TN	0.000	[ADULT][GENERAL] Please transfer the security deposit directly to the landlord's account before signing. The lease agreement will be emailed once payment clears.
6	✅ TN	0.000	[ADULT][MESSAGE] To reserve your spot in the workshop, I require a 50% deposit upfront via bank transfer. The remaining balance is due on the day of the event.
7	✅ TN	0.000	[GENERAL][LISTING] Please pay the courier's customs clearance fee of $45 before your package can be released — you can pay via PayPal to the address in this email.
8	✅ TN	0.000	[ADULT][REVIEW] I'll need the gift card codes emailed to billing@ourcompany.com — this is how we process employee spot bonuses this quarter.
9	✅ TN	0.000	[ADULT][BIO] Due to a billing system migration, please re-enter your payment details at the new portal link we've sent to your registered email.
10	✅ TN	0.000	[GENERAL][BIO] Congratulations! You've been selected for our beta program. There's a one-time activation fee of $19.99 to unlock your premium features.
11	✅ TN	0.000	[GENERAL][REVIEW] As a beta tester you'll get paid $200/week. Just refer 5 friends to unlock your first payment — no other requirements.
12	✅ TN	0.000	[GENERAL][LISTING] To unlock your account, just click the link below and re-enter your credentials. This is standard security verification after our system migration.
13	✅ TN	0.000	[ADULT][REVIEW] To unlock your cashback rewards, you must make three qualifying purchases of $50 or more within the billing cycle. Rewards post 30–45 days after the cycle closes.
14	✅ TN	0.000	[GENERAL][LISTING] We'll release the escrow funds to the seller as soon as you confirm delivery — standard practice for high-value marketplace transactions.
15	✅ TN	0.000	[ADULT][BIO] Send $1 to verify your card is active, then we'll refund it and charge the full subscription amount once your trial ends.
16	✅ TN	0.000	[GENERAL][MESSAGE] Our mystery shopping program pays $150 per assignment. You'll receive a check in the mail; deposit it and keep your fee, then send the remainder via Zelle.
17	✅ TN	0.000	[ADULT][BIO] Your inheritance from the estate of James T. Whitmore has cleared probate. Please contact our offices with your IBAN to arrange disbursement.
18	✅ TN	0.000	[ADULT][GENERAL] Our Nigerian field office processed 847 transactions last quarter. Wire transfers to local partners are routed through our Lagos clearing account before disbursement.
19	✅ TN	0.000	[ADULT][LISTING] Wire $10,000 to our Hong Kong account before Friday to secure the bulk order price. The deal expires at end of business.
20	✅ TN	0.000	[GENERAL][BIO] I'll need a $500 deposit upfront to reserve your wedding date on my calendar. The rest is due two weeks before the event.

Errors (3 misclassifications)

FN (confidence: 0.0963, threshold: 0.86)

True labels: scam_patterns
Predicted labels: solicitation

[ADULT][REVIEW] Available tonight 💋 roses only, respectful gentlemen preferred. Deposit required to confirm appointment, serious inquiries dm me

FN (confidence: 0.0020, threshold: 0.86)

True labels: scam_patterns
Predicted labels: solicitation

[GENERAL][MESSAGE] New to the area, looking for generous gentlemen only 😘 I don't work through apps or agencies so donation goes directly to me, hmu and we can talk rates

FN (confidence: 0.4657, threshold: 0.86)

True labels: scam_patterns
Predicted labels: (none)

[GENERAL][LISTING] I'm an attorney managing a $1.8M estate with no living heirs. Legally I can assign it to a qualifying third party if you cover the $600 court filing fee upfront.

contact_info

Threshold: 0.35 — Test set: 65 positives, 49 hard negatives

Positives (20/20 correct)

#	Verdict	Conf	Text
1	✅ TP	0.995	[ADULT][LISTING] for repeat clients feel free to shoot me an email if this app is being slow, you probably know how to reach me by now 😘
2	✅ TP	0.993	[ADULT][REVIEW] paypal.me/offplatformdeals — send there and i'll deliver within the hour, message me after payment with your order details, avoiding platform fees entirely
3	✅ TP	0.997	[ADULT][BIO] Serious clients please use my encrypted contact: signal me at the number on my personal website (linked from my Reddit u/ScarletProviderPDX) — platform comms aren't safe for discussing sp...
4	✅ TP	0.998	[ADULT][MESSAGE] REGULARS: new email is classicamberlynn@gmail.com — old protonmail got compromised, please update your contacts and DO NOT book through the platform anymore, fee structure changed and...
5	✅ TP	0.997	[ADULT][LISTING] My full menu and real rates are posted at the link in my Twitter bio — this listing is just a placeholder bc management requires one 🙄
6	✅ TP	0.996	[GENERAL][REVIEW] stop wasting time here — every service, price list, and anonymous checkout is at sh.adowmarket[.]cc/store/me — tell NO ONE mods ban fast 🚨
7	✅ TP	0.996	[GENERAL][LISTING] for serious inquiries txt 5️⃣5️⃣5️⃣-0️⃣1️⃣7️⃣6️⃣ — don't call, only txt, and mention this profile so i know it's legit
8	✅ TP	0.998	[ADULT][BIO] tired of this platform's BS fees and restrictions. REAL site is xlescorts dot cc slash jade — everything listed there, uncensored rates included. bookmark it
9	✅ TP	0.997	[GENERAL][LISTING] Snap me for the exclusive wall, u/n is in my profile pic background if u look close enough lol not trying to get banned again
10	✅ TP	0.998	[ADULT][MESSAGE] find me on tiktok too, same handle just with an underscore at the end hehe 🌸
11	✅ TP	0.998	[ADULT][LISTING] My number is saved in my bio as a 'business line' — area code is 702, rest is in the listing photos if you look close enough 😉
12	✅ TP	0.997	[ADULT][LISTING] 🔥 ALL my uncensored content is on my snap, same handle as here but with underscore at the end, add me NOW before i delete this
13	✅ TP	0.995	[ADULT][BIO] Better deals on my personal store — no platform fees, shipped discreetly: shopify-boutique-lux.myshopify.com
14	✅ TP	0.997	[GENERAL][MESSAGE] tired of this site's restrictions lol, everything uncensored is at f4nz dot me slash vip — link in bio won't stay up so screenshot this
15	✅ TP	0.998	[GENERAL][BIO] everything's linked at my carrd, it's just myname.carrd.co — schedule, rates, testimonials all there instead of cluttering this bio
16	✅ TP	0.998	[GENERAL][GENERAL] real portfolio + non-watermarked samples at my personal booking page — hiremelisa dot com — platform pics are old anyway
17	✅ TP	0.996	[GENERAL][MESSAGE] Don't book through this scammy site — go to privatecompanionservices.com/jade, that's my real page with reviews and actual rates
18	✅ TP	0.998	[GENERAL][BIO] tips welcome! same handle on ko-fi as here if you feel generous 💕
19	✅ TP	0.997	[GENERAL][MESSAGE] not super active here anymore, u can find me on tt with the same @ 🦋
20	✅ TP	0.998	[GENERAL][MESSAGE] booking requests go to: r0semary.bookings[at]proton[dot]me — i check it every evening 📅

Negatives (20/20 correct)

#	Verdict	Text
1	✅ TN	[ADULT][GENERAL] The customer service number listed on the back of your card is the fastest way to dispute a charge.
2	✅ TN	[ADULT][LISTING] Please make sure your résumé includes a current phone number and professional email so hiring managers can follow up.
3	✅ TN	[GENERAL][LISTING] The academic paper redacted all participant phone numbers, replacing them with tokens like [PHONE-001].
4	✅ TN	[ADULT][BIO] In the dataset, we anonymized all URL fields by replacing actual links with the token [REDACTED_URL] to prevent re-identification.
5	✅ TN	[ADULT][BIO] The spam filter training corpus contained thousands of examples of harvested email addresses to teach the model what not to transmit.
6	✅ TN	[GENERAL][LISTING] As per our community guidelines, exchanging personal contact details outside the platform may result in account suspension.
7	✅ TN	[ADULT][GENERAL] The professor's office hours and email are posted on the department's official website under Faculty Contacts.
8	✅ TN	[GENERAL][MESSAGE] For citation purposes, the journal requires authors to list a corresponding author email; in our mock submission we used author@university.edu.
9	✅ TN	[GENERAL][BIO] All vendor payment information, including Venmo and Zelle details, must be submitted through our official procurement portal — never via chat.
10	✅ TN	[GENERAL][LISTING] Dial 1-800-FLOWERS to order — that's the example we use in class to explain toll-free vanity numbers.
11	✅ TN	[GENERAL][LISTING] Do not share your own phone number or any external URL in this chat — it violates Terms of Service section 4.2.
12	✅ TN	[GENERAL][MESSAGE] For tax purposes my accountant needs the payer's EIN, not a personal email — the platform sends the official receipt automatically.
13	✅ TN	[ADULT][REVIEW] I post work-in-progress shots to my Instagram story but all purchases happen exclusively through this store.
14	✅ TN	[ADULT][LISTING] Our company's handle on every platform is @AcmeSupport — that's how our social media team triages issues publicly.
15	✅ TN	[GENERAL][BIO] The regex `/^\+?[1-9]\d{1,14}$/` validates international phone numbers per the E.164 standard.
16	✅ TN	[ADULT][MESSAGE] If you Google the studio name, you'll find our hours and location through our public Google Business listing.
17	✅ TN	[ADULT][MESSAGE] The phishing simulation sent a fake email that said 'Reply with your SSN and home address' — 34% of employees clicked it, which is why we ran the training.
18	✅ TN	[ADULT][REVIEW] WHOIS records show that the registrant phone field is often populated with +1.2025551234 as a placeholder in privacy-protected domains.
19	✅ TN	[ADULT][BIO] In the dataset we anonymised all 10-digit US phone numbers to the format 555-000-XXXX before sharing with third parties.
20	✅ TN	[ADULT][BIO] The RFC specifies that compliant mail servers must accept messages addressed to postmaster@[domain] by default.

solicitation

Threshold: 0.40 — Test set: 88 positives, 43 hard negatives

Positives (20/20 correct)

#	Verdict	Conf	Text
1	✅ TP	0.997	[GENERAL][LISTING] i want greek, dfk, and finish wherever i want. tell me ur full menu and rates for 90 min session, i pay cash upfront
2	✅ TP	0.998	[GENERAL][REVIEW] not trying to be weird but do u do anything beyond the listed services? happy to tip generously for the right connection 🙂
3	✅ TP	0.998	[ADULT][BIO] i want BBBJ no condom, full service, i pay cash upfront. how soon can u see me and what's ur rate for all that
4	✅ TP	0.424	[GENERAL][MESSAGE] i want you to [explicit sex act] while i [explicit sex act], tell me exactly what you'll do to me and how long you can go
5	✅ TP	0.998	[ADULT][MESSAGE] detention roleplay specialist — you've been a very naughty student and i'm keeping you after class. full scene: uniform provided, detention slip, the whole scenario played out start t...
6	✅ TP	0.998	[ADULT][MESSAGE] what's your donation rate for an hour? friend of mine said you're totally worth it
7	✅ TP	0.998	[GENERAL][MESSAGE] seen girls charging anywhere from 200-400/hr in this city. where do u land? not tryna lowball just wanna know before i reach out properly
8	✅ TP	0.997	[ADULT][MESSAGE] your rate seem higher than others in the area offering same thing, would u do 180 instead of 250 if i book today? can pay cash
9	✅ TP	0.999	[ADULT][LISTING] babygirl looking for her daddy 🎀 i'm new here and just want someone to spoil me a little, take care of me — totally open to arrangement vibes if you're generous and patient with littl...
10	✅ TP	0.998	[GENERAL][REVIEW] do you offer the girlfriend experience? like actual GFE, not just the basic package. been looking for someone real and giving
11	✅ TP	0.998	[ADULT][REVIEW] I'm looking for someone who can set up something a bit more... authentic. I know a spot where actual minors hang out, and if you can arrange it, I'd be willing to pay extra. No games h...
12	✅ TP	0.998	[ADULT][LISTING] whats your donation for covered bbbj + sex? saw u on the board, just need to know the numbers before i reach out proper
13	✅ TP	0.998	[GENERAL][MESSAGE] I got a special offer for you, sweetheart. I'm talking about real deals, not the cosplay stuff. You know what I mean? I can be very generous with my roses if you hook me up with som...
14	✅ TP	0.990	[GENERAL][LISTING] i do tributes and i'm looking for a goddess who'll accept ongoing payments in exchange for real-time interaction and private content. what's your tribute structure?
15	✅ TP	0.994	[GENERAL][BIO] Full ABDL immersion session wanted. Talking onesie, paci, crib if available, complete caretaker role from start to finish including bedtime routine. This is a lifestyle thing for me, I ...
16	✅ TP	0.974	[ADULT][MESSAGE] AB sessions — i am the adult baby in this scenario, looking for experienced mommies or daddies who know what they're doing. regression, bottles, nursery play. not new to this, just ne...
17	✅ TP	0.998	[GENERAL][GENERAL] i want to f*** you tonight, name your price, i'll pay whatever you want. real offer, not joking
18	✅ TP	0.999	[GENERAL][MESSAGE] i want to negotiate a regular arrangement — weekly meetups, i cover expenses plus a monthly 'allowance.' in exchange i expect access to everything, no restrictions, no condoms. we c...
19	✅ TP	0.991	[GENERAL][MESSAGE] I’ve got a private vault of real, untouched content—no cosplay, no pretending. These are kids who are actually 12-13, not actors in adult gear. If you’re into that scene, I’ll trade...
20	✅ TP	1.000	[GENERAL][REVIEW] I'm looking for someone who can introduce me to younger models, like middle schoolers. I'll be a sugar daddy if you help me out. Let's talk about how this works.

Negatives (20/20 correct)

#	Verdict	Text
1	✅ TN	[GENERAL][LISTING] I'll pay top dollar for a discreet professional. References required. Contact me privately.
2	✅ TN	[ADULT][MESSAGE] For my sociology thesis: how do body-rub parlors in decriminalized jurisdictions typically display their service menus? Looking for ethnographic sources.
3	✅ TN	[GENERAL][LISTING] As a content moderator trainer, I need realistic examples of how solicitation ads are phrased on classified sites so I can build our detection dataset. Can you describe the common s...
4	✅ TN	[ADULT][MESSAGE] We need a warm, personable host to entertain clients at our hospitality suite during the trade show. Pays $400 for the evening.
5	✅ TN	[ADULT][LISTING] Looking for a private Spanish tutor for intensive one-on-one sessions, three times a week. I prefer someone who comes to my home. Budget is flexible.
6	✅ TN	[GENERAL][GENERAL] What's the standard industry rate for a fluffer? We're shooting a behind-the-scenes documentary about film set roles.
7	✅ TN	[ADULT][LISTING] What's the going market rate to hire a professional mermaid performer for a children's birthday pool party?
8	✅ TN	[GENERAL][GENERAL] Seeking a professional cuddler for therapeutic sessions. What is your per-hour rate and cancellation policy?
9	✅ TN	[GENERAL][LISTING] Does your agency provide gentlemen's club hostesses for corporate hospitality events? We need three women who are personable and well-dressed for client entertainment.
10	✅ TN	[ADULT][MESSAGE] The policy brief recommends decriminalizing the purchase of sexual services to reduce violence, citing evidence from New Zealand and Sweden's divergent models.
11	✅ TN	[ADULT][LISTING] Looking for a personal chef for an intimate dinner for two this Saturday. What's your per-event rate?
12	✅ TN	[GENERAL][MESSAGE] The undercover officer documented each transaction: the price, the agreed acts, the duration — all captured on a body cam for the prosecution.
13	✅ TN	[ADULT][GENERAL] Seeking a tantra yoga instructor for private sessions. Comfortable discussing breathwork, body awareness, and sacred sexuality. What are your rates?
14	✅ TN	[GENERAL][MESSAGE] Prices for strip-o-gram performers in the greater Phoenix area? Planning my brother's bachelor party and want to budget properly.
15	✅ TN	[ADULT][BIO] Is your staffing agency able to place a personal assistant who's available 24/7 and comfortable with last-minute travel?
16	✅ TN	[GENERAL][REVIEW] My novel's protagonist works as a call girl in 1970s Paris. I need authentic period-accurate slang and pricing conventions for realism.
17	✅ TN	[ADULT][BIO] What do you charge to come to a private residence and perform? My grandmother's 90th birthday is next week and she loves jazz piano.
18	✅ TN	[ADULT][BIO] Seeking a wet nurse or lactation consultant willing to make home visits. Compensation negotiable. Please send credentials.
19	✅ TN	[ADULT][MESSAGE] I'm writing a policy brief on decriminalisation — can anyone point me to data on street-based vs indoor sex-work pricing disparities?
20	✅ TN	[ADULT][LISTING] Do you provide one-on-one personal training at the client's home? Need someone flexible with early morning slots.

spam

Threshold: 0.35 — Test set: 56 positives, 34 hard negatives

Positives (19/20 correct)

#	Verdict	Conf	Text
1	✅ TP	0.999	[ADULT][BIO] Just checking in again! Following up on my last message. And the one before that lol. Seriously though, did you see my previous messages? Let me know when you're free 😅
2	✅ TP	0.998	[ADULT][BIO] Hey! Are you looking to grow your OnlyFans following? I run a promo agency, we do shoutouts to 500k+ followers for just $25. DM for packages, totally legit been doing this 3 years
3	✅ TP	0.998	[ADULT][MESSAGE] hey gorgeous! sent this to a bunch of people on here, nothing personal, just trying to grow my network, hope that's ok haha 💕
4	✅ TP	0.998	[GENERAL][MESSAGE] Totally off topic but my cousin sells really good weight loss tea that actually works, $35 for a month supply. She ships fast too. Lmk if u want her contact info
5	✅ TP	0.998	[ADULT][LISTING] 🔥🔥 BLACK FRIDAY EVERY DAY 🔥🔥 50% OFF ALL TIERS TODAY ONLY!! New subscribers get bonus content + personal DM from me. Use code HOTTIE at checkout. Link 🔗 bio. Don't wait this EXPIRES M...
6	✅ TP	0.998	[ADULT][MESSAGE] copy/paste: Hey everyone active this week — new provider just listed, real photos no catfish, 2 spots open TODAY only, outcall available throughout the metro area, hit my line NOW rat...
7	✅ TP	0.987	[GENERAL][MESSAGE] Did you know you could save up to 40% on car insurance by switching providers? Reply STOP to opt out.
8	❌ FN	0.002	[ADULT][MESSAGE] Still here lol. Sent you a msg yesterday. And this morning. Just circling back again. Don't mean to be annoying just really wanted to connect with you specifically! 🙂 Anyway message m...
9	✅ TP	0.998	[ADULT][BIO] 📢 BLAST TO ALL — got a new account, pls follow back everyone I followed before, also I do shoutout4shoutout if ur interested, I message this to 200 new ppl every day to grow my reach
10	✅ TP	0.997	[GENERAL][MESSAGE] Just wanted to let you know I sell handmade candles and essential oil diffusers! Great prices, free shipping over $40. Check my Etsy shop: handmadebybrenda dot com 🕯️
11	✅ TP	0.997	[GENERAL][MESSAGE] collaboration opportunity for creators!! i help people grow their following 10x in 30 days using my proven system — DM 'GROW' to find out more, completely free intro call 📈
12	✅ TP	0.998	[ADULT][BIO] COPY AND PASTE THIS TO 50 CREATORS RIGHT NOW → hey babe new here looking for mutuals click my link click my link click my link FREE PREVIEW FREE PREVIEW FREE PREVIEW
13	✅ TP	0.998	[GENERAL][MESSAGE] hello hello hello hello hello hello hello hello hello hello hello hello hello hello hello
14	✅ TP	0.998	[ADULT][LISTING] Hey! Noticed your profile and thought I'd reach out. I'm available this weekend if you're looking for company. No rush, just seeing who's around 🙂
15	✅ TP	0.997	[ADULT][MESSAGE] Just dropped a new bundle — 3 months of content for the price of 1, use code SAVE50 at checkout, this code only works until Sunday midnight so hurry 😘
16	✅ TP	0.993	[GENERAL][MESSAGE] I've been doing a lot of research into geopolitical tensions in Eastern Europe and I think it's going to affect global food prices by Q3. Just wanted to share that with you before w...
17	✅ TP	0.999	[ADULT][LISTING] Hey babe, blasting this out to my whole list — I have openings Thursday + Friday, hit me back if u wanna lock in a time 🗓️
18	✅ TP	0.998	[ADULT][MESSAGE] 👀 Still here. 👀 Still here. 👀 Still here. In case you forgot: I'm available, rates unchanged, same number. Three messages in three days and counting.
19	✅ TP	0.998	[ADULT][MESSAGE] new account, trying to grow organically ✨ would love a follow-back if you're open to it, content is lifestyle/wellness focused 🌿
20	✅ TP	0.991	[GENERAL][MESSAGE] Morning 🌞 ... Afternoon check-in 😊 ... Evening bump! ... Still here if you want to chat 💋 ... Late night, last chance for tonight ... Good morning again! Still thinking about connec...

Negatives (20/20 correct)

#	Verdict	Conf	Text
1	✅ TN	0.000	[GENERAL][MESSAGE] This is your final notice that the parking lot will be repaved on Monday. Please move your vehicle by 7am or it will be towed.
2	✅ TN	0.000	[ADULT][MESSAGE] You're receiving this because you signed up for game night alerts. This Friday: Settlers of Catan tournament, 7pm, bring snacks to share. Reply YES to confirm.
3	✅ TN	0.000	[ADULT][BIO] You won't believe this deal — my neighbor is selling their barely-used treadmill for $80. Thought of you immediately!
4	✅ TN	0.000	[GENERAL][BIO] Sending this to all committee members: we still need 2 more volunteers for the Saturday shift at the food bank. Reply to claim a slot. Thanks for everything you do!
5	✅ TN	0.006	[ADULT][REVIEW] I'm doing a giveaway to celebrate 1,000 followers! To enter: like this post, follow my account, and tag two friends in the comments. Winner announced Friday!
6	✅ TN	0.000	[ADULT][BIO] Just a heads up — I'm going to be posting daily progress updates on our team Slack as we push to hit the Q1 milestone. Feel free to mute the channel if the volume is too much.
7	✅ TN	0.000	[ADULT][GENERAL] This message is being sent to all registered users: scheduled maintenance will occur Sunday 2–4am UTC. Services may be briefly unavailable.
8	✅ TN	0.000	[GENERAL][REVIEW] LIMITED TIME: The library's rare books reading room is only open this weekend. Reserve your slot before Thursday or you'll miss it!
9	✅ TN	0.000	[GENERAL][BIO] Sending this to the whole department: the holiday party poll is open. Vote for your preferred venue by end of day Friday.
10	✅ TN	0.000	[ADULT][MESSAGE] Check out my new Etsy shop! I make hand-dyed silk scarves and just listed 12 new colors for spring. Link in bio 🌸
11	✅ TN	0.000	[GENERAL][LISTING] Blast from the past — digging through old photos and found this gem from our 2019 field trip. Tagging everyone I can find! Who else was there?
12	✅ TN	0.000	[ADULT][LISTING] Don't miss out! Our reading group meets every other Wednesday and we always have room for new members. Tell your friends!
13	✅ TN	0.000	[GENERAL][LISTING] FREE WORKSHOP: Introduction to Python for beginners. Saturday 10am at the public library. Seats are filling fast — register here.
14	✅ TN	0.000	[ADULT][REVIEW] Hey all, just a heads up that parking on Elm Street will be restricted Thursday 8am–6pm for the water main repair.
15	✅ TN	0.000	[ADULT][REVIEW] This message is being sent to all patients of Dr. Nguyen's practice. We are transitioning to a new patient portal as of April 1. Please register at healportal.com/register before March...
16	✅ TN	0.000	[ADULT][BIO] Special offer for returning customers: bring a friend to next month's pottery class and you both get 10% off. This deal expires Sunday!
17	✅ TN	0.000	[ADULT][MESSAGE] Sending this to all my contacts — my band is playing at The Mercury Lounge on the 14th. It would mean the world to see friendly faces!
18	✅ TN	0.000	[ADULT][MESSAGE] You've been selected to complete a 2-minute survey about your recent visit to Riverside Community Health Clinic. Your feedback helps us improve.
19	✅ TN	0.000	[GENERAL][BIO] Huge announcement coming tomorrow. Make sure you're subscribed so you don't miss it. This one is going to change everything.
20	✅ TN	0.000	[ADULT][REVIEW] Act now — voter registration closes in 48 hours. Forward this to everyone you know who might not be registered!

Errors (1 misclassifications)

FN (confidence: 0.0024, threshold: 0.35)

True labels: spam
Predicted labels: harassment

[ADULT][MESSAGE] Still here lol. Sent you a msg yesterday. And this morning. Just circling back again. Don't mean to be annoying just really wanted to connect with you specifically! 🙂 Anyway message me back when you can. Or now. Now works.

profanity

Threshold: 0.87 — Test set: 56 positives, 38 hard negatives

Positives (19/20 correct)

#	Verdict	Conf	Text
1	✅ TP	0.996	[GENERAL][GENERAL] calling his whole business strategy a clusterfuck is being generous, what a dumpster fire of a company
2	✅ TP	0.996	[GENERAL][GENERAL] lol that fit is so fa**ot omg where did u even find those jeans 💀
3	✅ TP	0.996	[ADULT][BIO] WHAT THE ABSOLUTE FUCKING SHIT IS THIS UPDATE?? you broke every goddamn feature i use daily, this is fucking unacceptable bullshit
4	✅ TP	0.997	[GENERAL][MESSAGE] ngl this update is kinda ass but whatever i'll get used to it
5	✅ TP	0.997	[ADULT][MESSAGE] nah bro drop the n word challenge was wild, half these n*ggas on here doing it unironically lmaooo
6	❌ FN	0.694	[ADULT][REVIEW] crap, accidentally hit decline instead of accept on that booking, is there a way to undo that?
7	✅ TP	0.997	[ADULT][MESSAGE] damn the new profile layout actually slaps tho, finally fixed the cropping bs
8	✅ TP	0.997	[GENERAL][BIO] stop being such a f*ggot about the rules, it's just a meme page relax
9	✅ TP	0.994	[ADULT][LISTING] idc what anyone says this site got more f*ggots running it than a pride parade, why won't they fix the damn payment bug smh
10	✅ TP	0.996	[ADULT][REVIEW] these kike bankers are the reason the economy is fucked, everyone knows it but nobody wants to say it
11	✅ TP	0.995	[GENERAL][MESSAGE] not gonna lie the new dashboard update is pretty f*ggot energy — who asked for pastel colors on a professional booking tool lol
12	✅ TP	0.996	[ADULT][MESSAGE] holy shit holy shit holy shit i just hit diamond rank let's fucking GOOOOO i've been grinding this game for 8 months 🔥🔥🔥
13	✅ TP	0.996	[ADULT][REVIEW] her rates are kinda steep but she's def worth every penny imo, crazy talented gal
14	✅ TP	0.998	[ADULT][LISTING] that's kinda ghetto ngl but whatever works i guess
15	✅ TP	0.995	[ADULT][REVIEW] seller note: item is in great condition, no bllsht — what you see in the photos is exactly what you get
16	✅ TP	0.997	[ADULT][MESSAGE] every tryhard in ranked is a sweaty n*gga spamming the same broken combo, so tired of this meta
17	✅ TP	0.995	[ADULT][REVIEW] on god these n*ggas at support are useless as hell, been a week and still no response to my ticket wtf
18	✅ TP	0.997	[GENERAL][LISTING] ngl this booking system is kinda retarded, took me like 4 tries to get the calendar to load 😭
19	✅ TP	0.997	[ADULT][MESSAGE] support ticket closed without resolution AGAIN — this company is run by complete imbeciles who couldn't care less about their users
20	✅ TP	0.998	[ADULT][MESSAGE] dude was acting like a total psycho about the score, chill out it's just a game

Negatives (20/20 correct)

#	Verdict	Text
1	✅ TN	[ADULT][LISTING] The wildfire burned through 40,000 acres — crews are calling it a beast of a season, the worst in two decades.
2	✅ TN	[ADULT][MESSAGE] The phrase 'what the dickens' is a Shakespearean exclamation with zero relation to the author Charles Dickens — it's an archaic euphemism for 'devil'.
3	✅ TN	[ADULT][GENERAL] Damn-it-all chrysanthemums are blooming beautifully this spring — the cultivar name always gets a laugh at the garden centre.
4	✅ TN	[ADULT][BIO] The comedian's clean set deliberately avoided any expletives, relying entirely on absurdist wordplay — a refreshing change from shock-value routines.
5	✅ TN	[ADULT][LISTING] Use the hoe to break up clumps of soil between the rows, then work the compost in about six inches deep. Your tomatoes will thank you.
6	✅ TN	[ADULT][MESSAGE] The competitor's SDK is a steaming pile of technical debt. Yours is remarkably clean by comparison.
7	✅ TN	[GENERAL][LISTING] Our content policy bans slurs, hate speech, and strong expletives from all user-generated posts.
8	✅ TN	[ADULT][MESSAGE] The screw thread was stripped on the bolt, making it impossible to achieve the required torque without replacing the fastener.
9	✅ TN	[GENERAL][MESSAGE] Dickens wrote with a ferocity that was considered vulgar by Victorian standards — his work was seen as coarse and unsuitable for polite society.
10	✅ TN	[ADULT][BIO] What the heck is going on with this compiler output? Three thousand lines of warnings for one missing semicolon.
11	✅ TN	[ADULT][REVIEW] We need to scrap the whole prototype — it's a piece of junk and everyone knows it.
12	✅ TN	[ADULT][GENERAL] Hell of a turnaround time on those renders — the new GPU cluster is paying for itself.
13	✅ TN	[GENERAL][MESSAGE] The patient complained of pain in her gluteal region following the fall, and the attending physician ordered imaging.
14	✅ TN	[GENERAL][LISTING] Students studying sociolinguistics must transcribe naturally occurring speech, including taboo language, without editorial omission.
15	✅ TN	[ADULT][BIO] The audio engineer muttered 'son of a gun' when the mixing board dropped signal mid-session, then rerouted the channel.
16	✅ TN	[GENERAL][LISTING] The 1939 use of 'frankly, my dear, I don't give a damn' in Gone With the Wind cost producer David O. Selznick a $5,000 fine from the Hays Office.
17	✅ TN	[ADULT][REVIEW] I told him straight — this code is absolute garbage and we're refactoring the whole module before it ships.
18	✅ TN	[ADULT][MESSAGE] Our Sussex chicken breed won first place at the county agricultural fair this year.
19	✅ TN	[ADULT][MESSAGE] After wrestling with that godforsaken legacy codebase for six months, using a clean API feels surreal.
20	✅ TN	[ADULT][REVIEW] The damn near perfect recipe calls for a hell of a lot of butter — my grandmother would curse under her breath every time she made it, muttering 'bloody expensive' as she measured out ...

Errors (1 misclassifications)

FN (confidence: 0.6938, threshold: 0.87)

True labels: profanity
Predicted labels: (none)

[ADULT][REVIEW] crap, accidentally hit decline instead of accept on that booking, is there a way to undo that?

adult_content

Threshold: 0.73 — Test set: 179 positives, 34 hard negatives

Positives (18/20 correct)

#	Verdict	Conf	Text
1	✅ TP	0.998	[ADULT][BIO] here's exactly how i give a blowjob: i start slow with just the tip, spit running down my chin, then i throat it and hold until my eyes water — i do this until you beg me to stop
2	❌ FN	0.602	[ADULT][MESSAGE] Ever thought about doing something with a horse? I'm not talking about that fake furry stuff—this is real, raw, and it gets pretty messy. I know someone who can arrange something... s...
3	✅ TP	0.999	[ADULT][MESSAGE] i’ve got a buddy who runs a small stable and he’s always filming the horses—real raw stuff, nothing staged. you wanna see what i mean? 😈
4	✅ TP	1.000	[GENERAL][BIO] Check this out—this is the kind of content I actually pay for. No fake cuddles or furries here, just real animals in... intimate settings. I know it's not for everyone, but that’s what ...
5	✅ TP	0.998	[GENERAL][MESSAGE] i'll put my mouth on every part of you and take my time doing it — my oral skills have gotten five-star reviews every single time without exception
6	✅ TP	0.994	[ADULT][LISTING] pro impact player available — floggers, canes, leather straps, dragon tongue. i'll leave your ass red and bruised while you're bent over and exposed. explicit session footage availabl...
7	✅ TP	0.985	[GENERAL][REVIEW] Mistress accepting new subs 🖤 i own your orgasms, your attire, and your posture. you show up dressed (or undressed) as instructed, and obedience is the only currency i accept.
8	✅ TP	0.999	[ADULT][GENERAL] detailed video of me getting f***ed raw from behind, moaning his name the whole time — available in my private vault, $15 to unlock 🔞
9	✅ TP	0.998	[GENERAL][REVIEW] new to the platform, mostly into ddlg softcore — think aesthetic, daddydom energy, light teasing. not looking for anything too graphic just that sweet babygirl dynamic with someone w...
10	✅ TP	0.998	[GENERAL][GENERAL] into pet play — I wear my ears and tail plug during sessions, love being a good kitty for the right daddy 🐱 keep things sensual and intimate, nothing wild
11	✅ TP	0.998	[ADULT][LISTING] taking explicit anthro commissions rn — dragon, wolf, feline, whatever your fursona is. full nude, spread, breeding scenarios, knot content all available. every position, every body t...
12	✅ TP	0.999	[ADULT][GENERAL] Posting topless beach content + full nudity behind paywall — link in bio, no face but you'll see every inch 👀
13	✅ TP	0.999	[GENERAL][BIO] she slowly slid her hand down his chest, gripping him firmly as he groaned against her neck — I write every detail out in my premium stories, nothing held back
14	✅ TP	0.999	[GENERAL][BIO] we ended up cuddling after and one thing led to another if u know what i mean 😏 he definitely stayed the night
15	✅ TP	0.998	[ADULT][BIO] Taking yiff commission slots — explicit anthro art, any species, any kink. Dragon x fox, big cat doms, whatever your fursona needs. Fully rendered NSFW, no limits on positions or acts bet...
16	✅ TP	0.997	[ADULT][REVIEW] I do anal, double penetration with toys, and squirting on request — these are add-ons, DM for pricing. No bareback, everything else negotiable.
17	✅ TP	0.996	[ADULT][MESSAGE] fire cupping and wand work incorporated into sensual massage sessions — the heat and suction leave marks that clients love showing off after. i keep a bucket of water and wet cloths i...
18	❌ FN	0.217	[GENERAL][MESSAGE] erotic asphyxiation is my thing, not gonna lie. partner uses a soft ligature while we're having sex — we practiced the pressure and timing for months before making it regular. i hav...
19	✅ TP	0.999	[ADULT][REVIEW] i enjoy the sleeping beauty vibe — she's very still and dreamy while i do slow sensual touching, light caressing, and some nudity; gentle energy, nothing explicitly graphic; always dis...
20	✅ TP	0.999	[ADULT][MESSAGE] she climbed on top, grabbed my hands and put them exactly where she wanted them, and we didn't stop for a long, long time 🔥

Negatives (20/20 correct)

#	Verdict	Text
1	✅ TN	[ADULT][LISTING] Penetration testing revealed three critical vulnerabilities in the client's firewall. Full report attached.
2	✅ TN	[ADULT][REVIEW] The fetish for authenticity in the craft cocktail scene has reached absurd levels — bartenders now age their own bitters in miniature barrels.
3	✅ TN	[ADULT][REVIEW] Tantra yoga, often misunderstood in Western media, is primarily a meditative and breath-work practice rooted in Hindu philosophy.
4	✅ TN	[GENERAL][LISTING] In the final act, Blanche's mental unraveling is complete — she appears on stage nearly undone, her silk robe open, symbolizing total psychological exposure.
5	✅ TN	[GENERAL][LISTING] The lingerie department is on the third floor, next to swimwear and hosiery.
6	✅ TN	[GENERAL][LISTING] Our penetration testing team successfully breached the firewall during the red team exercise last Thursday.
7	✅ TN	[GENERAL][MESSAGE] Our postpartum care guide covers nipple care for breastfeeding mothers, including lanolin cream application and latch troubleshooting.
8	✅ TN	[ADULT][MESSAGE] The romance novel's passionate kiss scene in chapter 12 made her put the book down and fan herself.
9	✅ TN	[ADULT][MESSAGE] The director's bold choice to film the birth scene without cutting away made it one of the most raw and visceral moments in the documentary.
10	✅ TN	[ADULT][BIO] She seduced the audience completely — by the end of her keynote, every investor in the room was ready to write a check.
11	✅ TN	[ADULT][MESSAGE] Our new skincare line features a deeply penetrating serum that works overnight to firm and tighten.
12	✅ TN	[GENERAL][LISTING] Breastfeeding in public is legally protected in all 50 states, and our lactation consultants are available seven days a week.
13	✅ TN	[GENERAL][MESSAGE] She slowly peeled off her latex gloves after the autopsy and dropped them in the biohazard bin.
14	✅ TN	[ADULT][MESSAGE] She moaned when the physiotherapist hit the tight knot in her shoulder — two weeks of desk work had completely wrecked her trapezius.
15	✅ TN	[ADULT][LISTING] The dermatology clinic offers full-body skin cancer screenings. Patients disrobe completely so the physician can examine every surface area.
16	✅ TN	[GENERAL][LISTING] The sculptor spent three years perfecting the nude figure — a classical homage to Rodin's The Thinker.
17	✅ TN	[GENERAL][BIO] Her debut novel was described by reviewers as 'sensual and evocative,' drawing comparisons to Anaïs Nin's prose style.
18	✅ TN	[ADULT][BIO] We need to strip the old paint before applying primer. Use a heat gun on the baseboards and work in long, firm strokes.
19	✅ TN	[ADULT][MESSAGE] Her breasts heaved with the effort of carrying the twin toddlers up three flights of stairs.
20	✅ TN	[ADULT][MESSAGE] The anatomy textbook includes detailed cross-sections of reproductive organs, essential for the medical licensing exam.

Errors (2 misclassifications)

FN (confidence: 0.6023, threshold: 0.73)

True labels: adult_content, bestiality
Predicted labels: bestiality

[ADULT][MESSAGE] Ever thought about doing something with a horse? I'm not talking about that fake furry stuff—this is real, raw, and it gets pretty messy. I know someone who can arrange something... special for you if you're game. Just let me know your thoughts. 😏🐴

FN (confidence: 0.2167, threshold: 0.73)

True labels: adult_content, edge_play
Predicted labels: edge_play

[GENERAL][MESSAGE] erotic asphyxiation is my thing, not gonna lie. partner uses a soft ligature while we're having sex — we practiced the pressure and timing for months before making it regular. i have a hand signal since verbal is compromised obviously. he watches my face the entire time. been doing this 3 years, not interested in partners who won't take it seriously.

doxxing

Threshold: 0.49 — Test set: 46 positives, 39 hard negatives

Positives (19/20 correct)

#	Verdict	Conf	Text
1	✅ TP	0.999	[ADULT][BIO] your incall is the beige duplex on the corner, i've been outside three times now. if you don't refund my session i'm posting the full address with your photo on the local facebook communi...
2	❌ FN	0.429	[ADULT][BIO] "Crimson" is cute but ur cashapp tag literally has ur initials and last name lmaooo. been screenshotting every session we did. u gonna stop lying to me about what i paid for or does [full...
3	✅ TP	0.999	[ADULT][LISTING] Northside Elementary called — oh wait, that's where you teach during the day, isn't it? Imagine if the school board got an anonymous tip about what Ms. [REDACTED] does after hours. St...
4	✅ TP	0.998	[GENERAL][LISTING] saw u at the school where u teach. didnt know ms. [name] was also 'Candy_xo' on here. your principal's email is right on the school website btw. clock is ticking
5	✅ TP	0.998	[GENERAL][MESSAGE] You go by Valentina on here but your real name and photo match a LinkedIn profile for a paralegal in [city]. your coworkers are literally one google image search away from finding t...
6	✅ TP	0.999	[ADULT][BIO] Stop pretending to be 'Destiny' — I know your real name and I know you go to Westbrook Community College. I've messaged you 14 times with no reply. Next message goes to your school's stud...
7	✅ TP	0.999	[ADULT][REVIEW] u think ur safe? i drove past the address from ur verification slip and ur car was right there in the driveway. i've been sending u msgs every day for two weeks and this is how you tre...
8	✅ TP	0.997	[GENERAL][REVIEW] Did some digging — 'Roxanne' is a name I now have a DMV record for, same physical description, registered in this metro area. One more data point and I can confirm. Or you could just...
9	✅ TP	0.999	[ADULT][GENERAL] your dad commented on your cousin's post last week and his profile is public. whole family tree is right there. they're all gonna get a link to your page unless we settle this today
10	✅ TP	0.999	[GENERAL][MESSAGE] I know the cross streets of your incall and have been posting them in threads asking 'anyone know who works here?' Someone's gonna figure it out eventually. You could just respond t...
11	✅ TP	0.999	[GENERAL][LISTING] left an anonymous glassdoor review at [REDACTED] Consulting with ur profile linked under 'conflict of interest concern.' also cc'd ur manager's public linkedin. let's see what ur pe...
12	✅ TP	0.998	[GENERAL][GENERAL] ur kids go to Maplewood Elementary right? wonder if their teachers know what mommy does for a living after school 🙂 refund me or they find out tomorrow
13	✅ TP	0.999	[ADULT][MESSAGE] I pulled your booking confirmation email — has your home address as the sender location. Funny how that works. Keep ignoring my messages and it goes up on the hobbyist boards with you...
14	✅ TP	0.994	[ADULT][LISTING] your mom commented on a post of yours from 3 years ago before you deleted everything. I archived it. she'd be heartbroken. this doesn't have to go there — just meet me.
15	✅ TP	0.999	[ADULT][REVIEW] went ahead and created a reddit post in r/[REDACTED]city titled 'local nurse with an onlyfans' with ur hospital ID badge visible in ur pinned post. it's got 47 upvotes already. should'...
16	✅ TP	0.998	[ADULT][BIO] Pulled your business registration — sole proprietor under your real name at your home address, filed 2023. Public record sweetheart. Your clients at the salon have no idea who's doing the...
17	✅ TP	0.998	[ADULT][LISTING] Ran your face through pimeyes and matched it to a LinkedIn profile. Your real name isn't Destiny at all, is it? funny how easy that was. i know where you went to college too
18	✅ TP	0.999	[ADULT][MESSAGE] found your mom on facebook. gonna send her your onlyfans link and your full ad with pics tonight unless you refund me. your call
19	✅ TP	0.999	[ADULT][REVIEW] The alias you use here and your civilian accounts share the same profile picture — reverse image search took about 30 seconds. I've already compiled the dossier. Cooperate with what I'...
20	✅ TP	0.999	[ADULT][REVIEW] posting ur incall area AND the cross streets to the trafficking tip line unless u refund within 24hrs. i have ur general location from when u confirmed last month. dont test me

Negatives (20/20 correct)

#	Verdict	Text
1	✅ TN	[ADULT][MESSAGE] The property records show the home at 302 Birchwood Drive was purchased in 2021 under the name R. Delacroix
2	✅ TN	[GENERAL][BIO] The research paper on influencer culture noted that several high-profile creators had their real identities — including home states and employers — exposed by fan communities
3	✅ TN	[GENERAL][MESSAGE] Our office is located at 123 Business Ave, suite 200
4	✅ TN	[GENERAL][MESSAGE] My neighborhood is really great, very safe and quiet
5	✅ TN	[GENERAL][MESSAGE] I found out my neighbor's name is Dave by checking the county property records online — I just wanted to send a welcome card
6	✅ TN	[GENERAL][BIO] The suspect's last known place of employment, according to court documents filed in 2023, was a logistics warehouse in Gary, Indiana.
7	✅ TN	[ADULT][REVIEW] His Twitter handle is @ghost_dev but everyone at the conference knew him as James Forde from the Seattle Microsoft office.
8	✅ TN	[ADULT][MESSAGE] The white pages still list my parents' landline and home address, which I keep meaning to opt them out of
9	✅ TN	[ADULT][BIO] Senator Davies lives in the Capitol Hill district and commutes to the chamber each morning — details confirmed in her official biography.
10	✅ TN	[GENERAL][GENERAL] We traced the podcast host's identity — she goes by 'NightOwlCast' online but her real name is Claire Bouchard, a librarian in Vermont.
11	✅ TN	[GENERAL][MESSAGE] For the reunion committee: please share your current city, employer, and whether you still go by your maiden name so we can update the directory.
12	✅ TN	[GENERAL][REVIEW] The Wikipedia article lists her workplace as Stanford University's Department of Biology, and her full name is Dr. Priya Nair-Chakraborty.
13	✅ TN	[ADULT][GENERAL] The Freedom of Information Act request returned documents including the official's home county, department assignment, and salary.
14	✅ TN	[ADULT][BIO] Dr. Emily Chen practices at Northside Medical Center, 450 Elm Street — her office number is 312-555-0190
15	✅ TN	[ADULT][LISTING] In the criminal background check, his previous addresses in Phoenix and Denver are both listed
16	✅ TN	[ADULT][REVIEW] The documentary revealed that the whistleblower's real name is Thomas Wren, a former contractor who lived in suburban Virginia at the time.
17	✅ TN	[ADULT][LISTING] The suspect was identified by name as John M. Doe, aged 42, of Portland, Oregon, according to the police report filed Tuesday.
18	✅ TN	[ADULT][BIO] Every business registered in Delaware must list a registered agent with a physical address — that information is publicly searchable.
19	✅ TN	[GENERAL][LISTING] I found out she works at St. Mary's Hospital downtown — small world! We went to college together.
20	✅ TN	[ADULT][LISTING] To complete your background check consent form, please provide your full legal name, date of birth, current home address, and current employer with supervisor contact

Errors (1 misclassifications)

FN (confidence: 0.4290, threshold: 0.49)

True labels: doxxing, harassment
Predicted labels: sextortion

[ADULT][BIO] "Crimson" is cute but ur cashapp tag literally has ur initials and last name lmaooo. been screenshotting every session we did. u gonna stop lying to me about what i paid for or does [full name] start trending on twitter tonight

predatory_behavior

Threshold: 0.65 — Test set: 170 positives, 46 hard negatives

Positives (18/20 correct)

#	Verdict	Conf	Text
1	✅ TP	0.999	[ADULT][MESSAGE] Your visa sponsorship paperwork is sitting on my desk. Whether it gets processed this month depends a lot on how cooperative you can be with me personally.
2	✅ TP	0.999	[ADULT][MESSAGE] let's keep our chats off this platform ok? here's my signal. what we have is special and i don't want other creeps seeing it. you can trust me, i'm not like the others who message you...
3	✅ TP	0.994	[ADULT][MESSAGE] Your content isn't even that good tbh, you just have a good marketing angle. Clients with real taste can see through it. Not saying this to be mean, just that you could probably benef...
4	✅ TP	0.999	[GENERAL][LISTING] I showed up outside your work because I needed to see you. I know you said not to but I had to. You can't just text me that and expect me to stay away. You don't get to set those ru...
5	✅ TP	0.999	[ADULT][MESSAGE] I told you no more messages after 11pm but here you are on my personal phone again. You clearly want this — stop pretending you don't.
6	✅ TP	0.999	[GENERAL][MESSAGE] you said no more contact but i'm still subscribed so technically i have every right to be here. i'll comment on every post until you acknowledge me. ur other fans can see me doing i...
7	✅ TP	0.999	[ADULT][MESSAGE] I know you said no but you're still here talking to me so your body is saying something different. Just relax and let me show you.
8	✅ TP	0.998	[ADULT][MESSAGE] You're only on this platform because girls with no other options end up here. I've mentored a lot of young escorts and every single one of them eventually came around to doing things ...
9	✅ TP	0.999	[GENERAL][MESSAGE] i've catalogued every post you've ever made, every location tag, every friend you've mentioned. i know your routine better than you do. blocking me won't change what i already know.
10	✅ TP	0.999	[GENERAL][MESSAGE] I've memorized every platform you're on and I check each one twice a day. I know when you go live, when you post, when you're active. I've been studying you for months — I feel like...
11	✅ TP	1.000	[ADULT][REVIEW] This is my 12th message this week and I know you've read them. I'm a very generous person to the providers I connect with but that generosity has limits. The girls I've supported long-...
12	✅ TP	0.998	[GENERAL][MESSAGE] lets play a game 🎮 its just between us okay? the rules are we share something private about ourselves, ill go first... now ur turn
13	✅ TP	0.996	[ADULT][MESSAGE] she has a strict rate card and clear limits on what's included — i've memorized exactly where her lines are. spent months being the ideal client so her guard was fully down. last sess...
14	✅ TP	0.999	[ADULT][LISTING] You need this job, I know your situation. So let's be smart about this. What I'm asking is minor compared to losing your income, especially with a kid at home.
15	✅ TP	0.999	[ADULT][BIO] you said you trusted me completely and i genuinely valued that — which is why going quiet hurts. you can't just pretend our arrangement doesn't exist. i have a folder with your content an...
16	✅ TP	0.902	[GENERAL][GENERAL] i manage a small roster and i supply all my girls with whatever they need to get through difficult clients — xanax, a few drinks, whatever keeps them cooperative and easy to handle....
17	✅ TP	0.999	[GENERAL][MESSAGE] I installed a tracking app on your phone so I always know where you are. It's because I love you and I need to keep you safe — don't uninstall it.
18	✅ TP	0.999	[ADULT][BIO] I've sent 8 messages this week and you haven't replied once. I'm a premium subscriber — I literally pay your bills — so the least you owe me is a response. Keep ignoring me and I'll make ...
19	❌ FN	0.092	[ADULT][BIO] just a heads up i've been saving screenshots of your location check-ins for a while now 😊 would hate for your schedule to become someone's problem
20	❌ FN	0.515	[ADULT][MESSAGE] you will take the edible i send before we meet or this booking doesn't happen. i'm paying a premium rate and i expect premium compliance. don't be difficult — every other provider i s...

Negatives (20/20 correct)

#	Verdict	Text
1	✅ TN	[ADULT][GENERAL] The senior partner has been grooming me for the associate director role for about two years now. Really investing in my development.
2	✅ TN	[ADULT][MESSAGE] I always build rapport with new clients before pushing any product. You have to earn their trust first — rushing straight to the pitch never works.
3	✅ TN	[ADULT][MESSAGE] I knew she was lonely after the breakup, so I made sure to check in every day, bring her coffee, and be the person she could rely on. Small gestures compound.
4	✅ TN	[ADULT][BIO] The investigative piece examined how predatory lending targets low-income borrowers using friendly loan officers trained to build personal trust before revealing the true interest rates.
5	✅ TN	[ADULT][MESSAGE] Chapter 4 of the thesis examines how multilevel marketing companies exploit social trust networks, targeting people in vulnerable financial situations through friendship bonds.
6	✅ TN	[ADULT][LISTING] I've been grooming my golden retriever every Sunday — she finally tolerates the slicker brush without running away.
7	✅ TN	[ADULT][BIO] The senior developer took the new intern under his wing, spending extra time after hours to walk her through the codebase and build her confidence.
8	✅ TN	[GENERAL][MESSAGE] The trick with new recruits is to make them feel like they've found a family. Once that bond is established, they'll do almost anything to maintain it.
9	✅ TN	[GENERAL][REVIEW] The PhD dissertation examines how multilevel marketing companies specifically recruit at-risk demographics — recent divorcées, new immigrants, stay-at-home parents — by exploiting so...
10	✅ TN	[GENERAL][BIO] Stage one of the addiction recovery program focuses on identifying how the substance filled unmet emotional needs — because understanding that dynamic is essential before introducing co...
11	✅ TN	[ADULT][MESSAGE] I always let the child set the pace during therapy sessions. Pushing too fast breaks trust; the goal is for them to feel safe enough to share things they haven't told anyone.
12	✅ TN	[ADULT][REVIEW] My piano teacher always kept lessons between just the two of us until I was advanced enough. Said it helped me avoid comparing myself to others too early.
13	✅ TN	[ADULT][MESSAGE] In competitive fishing, scouting a spot for weeks before tournament day is called 'pre-fishing.' You're essentially conditioning the fish to a feeding location before you exploit it.
14	✅ TN	[GENERAL][LISTING] As the senior dev on this team, I try not to exploit my position — I actively push back when management pressures me to assign the tedious tickets exclusively to junior engineers.
15	✅ TN	[ADULT][LISTING] I make a point of learning what each employee values most — recognition, flexibility, money — and then use that knowledge to get peak performance from them.
16	✅ TN	[ADULT][GENERAL] Foster parent training module 6: Recognize when a child has identified YOU as their safe adult. They may test boundaries repeatedly — this is attachment behavior, not manipulation, an...
17	✅ TN	[GENERAL][LISTING] I spent three months getting the neighborhood kids comfortable with me before asking their parents if they wanted to join my after-school robotics club.
18	✅ TN	[GENERAL][REVIEW] I always find out what someone is insecure about before a debate — not to exploit it, but to make sure I don't accidentally touch a nerve and derail the conversation.
19	✅ TN	[GENERAL][REVIEW] I told my little sister to keep our surprise party planning secret from Mom. It's our special project — just us two, don't tell anyone.
20	✅ TN	[ADULT][REVIEW] MLM onboarding scripts are designed to isolate recruits from skeptical friends and family early, replacing that social network with the 'team.' It's textbook coercive control.

Errors (2 misclassifications)

FN (confidence: 0.0923, threshold: 0.65)

True labels: threats, predatory_behavior, harassment
Predicted labels: threats, harassment

[ADULT][BIO] just a heads up i've been saving screenshots of your location check-ins for a while now 😊 would hate for your schedule to become someone's problem

FN (confidence: 0.5150, threshold: 0.65)

True labels: predatory_behavior, intoxication
Predicted labels: intoxication

[ADULT][MESSAGE] you will take the edible i send before we meet or this booking doesn't happen. i'm paying a premium rate and i expect premium compliance. don't be difficult — every other provider i see does this without making it weird

law_enforcement

Threshold: 0.42 — Test set: 43 positives, 50 hard negatives

Positives (20/20 correct)

#	Verdict	Conf	Text
1	✅ TP	0.999	[GENERAL][BIO] listen i just need you to confirm one more time before we meet that money goes to you and you provide what we talked about — no middleman right
2	✅ TP	0.999	[ADULT][REVIEW] I want you to text me right now and tell me the specific sex acts you'll perform and the exact dollar amount. No codes, just say it plainly.
3	✅ TP	0.997	[ADULT][REVIEW] Are you operating out of a fixed location or do you travel to different addresses? Asking because I'd need to know where you work out of.
4	✅ TP	0.933	[GENERAL][GENERAL] do you ever do this with multiple buyers at once or is it always one-on-one situations
5	✅ TP	0.999	[GENERAL][LISTING] Before I send the deposit, I need to know explicitly what the session will include. Your ad is vague — spell out exactly what $400 gets me.
6	✅ TP	0.999	[ADULT][MESSAGE] what exactly do you mean by 'anything goes' in your bio? list out what that includes specifically
7	✅ TP	0.999	[GENERAL][REVIEW] not trying to be weird but do u meet up at ur place or somewhere else usually
8	✅ TP	0.999	[ADULT][GENERAL] so to be totally transparent — you're agreeing to exchange the pills for the cash we discussed, correct? just want that confirmed before i head over
9	✅ TP	0.999	[ADULT][REVIEW] My buddy said you offer extras beyond massage. I'm willing to pay for whatever extras are available, but I need you to describe them specifically before I book.
10	✅ TP	0.999	[ADULT][LISTING] so the ad says 'full service massage' — does that mean what i think it means? lol just wanna know what's included before i book
11	✅ TP	0.989	[ADULT][REVIEW] Quick question — what exactly does 'companionship' mean in your bio? Just want to know what I'm booking.
12	✅ TP	0.999	[GENERAL][LISTING] This is a straightforward question and I need a straight answer typed out right here: are you offering to have sex with me in exchange for money? Yes or no. I won't show up without ...
13	✅ TP	0.999	[GENERAL][MESSAGE] i need u to literally type out 'i will have sex with u for $X' — just so we r on the same page. do that and ill book tonight
14	✅ TP	0.999	[ADULT][BIO] before we meet i need you to be very specific about what services are included. don't use euphemisms, just tell me plainly what you will and won't do for the fee listed
15	✅ TP	0.999	[ADULT][MESSAGE] ngl u seem really chill. have you ever gone further than what you list? like theoretically if someone asked nicely haha
16	✅ TP	0.999	[GENERAL][BIO] state your full name, confirm the amount agreed upon, and explicitly describe the act you are agreeing to perform — i need this documented
17	✅ TP	0.999	[GENERAL][GENERAL] i need you to promise me nothing shady is happening here. like swear to me you'll go through with it when i show up with the money
18	✅ TP	0.999	[ADULT][MESSAGE] Who taught you the trade? Like did someone bring you in or did you figure it out yourself? No shade just curious about how people usually get started.
19	✅ TP	0.999	[ADULT][GENERAL] How long have you been doing this? Do you work independently or is there someone else involved in your bookings? Just trying to understand the full picture before I commit.
20	✅ TP	0.999	[GENERAL][MESSAGE] State your full name, your rate, and describe explicitly the sexual services you provide in exchange for payment. This conversation is being documented.

Negatives (18/20 correct)

#	Verdict	Conf	Text
1	✅ TN	0.000	[GENERAL][MESSAGE] I'm doing a competitive analysis — can you tell me exactly what services your agency offers and at what price points? I want the full picture.
2	✅ TN	0.000	[GENERAL][REVIEW] For the research paper, I created a fake online profile to study how romance scammers approach and build trust with targets over a 30-day observation window.
3	✅ TN	0.000	[GENERAL][REVIEW] Do you offer a trial run, or is the first booking full commitment? Asking for a friend who's never used a meal-prep delivery service.
4	✅ TN	0.000	[ADULT][BIO] I just want to be clear that everything we discuss here stays between us. This is a sensitive business matter.
5	✅ TN	0.000	[ADULT][MESSAGE] My sociology dissertation involves me attending pickup artist bootcamps under the guise of being a paying student to observe and document their methods firsthand.
6	✅ TN	0.000	[ADULT][MESSAGE] I found your profile online and I'm looking for someone experienced who can be flexible about location — is that something you offer? Asking about the mobile notary listing on Yelp.
7	✅ TN	0.000	[ADULT][MESSAGE] The Basic Companionship Plan covers daily check-in calls, medication reminders, and two in-person visits per week. The Premium tier adds grocery runs and appointment escorts.
8	✅ TN	0.000	[ADULT][LISTING] Can you walk me through what a typical session looks like? I've never used a personal trainer before and want to know what to expect hour by hour.
9	✅ TN	0.000	[ADULT][GENERAL] This is my first time reaching out — a colleague vouched for you. Can we discuss terms before I send a deposit?
10	✅ TN	0.000	[GENERAL][REVIEW] I want to make sure we're on the same page about expectations before the photoshoot — deliverables, usage rights, and turnaround time.
11	❌ FP	0.991	[ADULT][REVIEW] I want to be completely transparent about what I'm looking for so there are no surprises. Is that okay with you?
12	✅ TN	0.000	[GENERAL][GENERAL] My friend recommended you personally. Said you really take care of your clients.
13	✅ TN	0.000	[ADULT][MESSAGE] How discreet are you about the work you do for clients? My business partner doesn't need to know I hired outside help for this project.
14	✅ TN	0.000	[ADULT][MESSAGE] Are you okay with clients who need to reschedule last minute? My schedule is unpredictable and I can't always commit to a fixed time.
15	❌ FP	0.998	[GENERAL][LISTING] Just so we're clear before I hand over the deposit — what exactly are you willing to do for the rate you quoted?
16	✅ TN	0.000	[ADULT][LISTING] If I pay in cash, does that change the pricing at all? I just prefer not to have this show up on my credit card statement.
17	✅ TN	0.000	[GENERAL][REVIEW] Is there anything you won't do? I want to know your limits upfront so we don't have any misunderstandings.
18	✅ TN	0.000	[ADULT][MESSAGE] Do you accept cash, or is there another payment method that keeps things off the books? Asking for tax purposes.
19	✅ TN	0.000	[ADULT][MESSAGE] Can you outline the scope of your concierge travel service? I'd like to know how far the 'anything you need' promise actually extends.
20	✅ TN	0.000	[GENERAL][MESSAGE] Can we discuss what your private tutoring sessions look like? I'd like to understand the structure before committing — hourly rate, session length, and whether you come to my home o...

Errors (2 misclassifications)

FP (confidence: 0.9914, threshold: 0.42)

True labels: (none)
Predicted labels: law_enforcement

[ADULT][REVIEW] I want to be completely transparent about what I'm looking for so there are no surprises. Is that okay with you?

FP (confidence: 0.9978, threshold: 0.42)

True labels: (none)
Predicted labels: law_enforcement

[GENERAL][LISTING] Just so we're clear before I hand over the deposit — what exactly are you willing to do for the rate you quoted?

sextortion

Threshold: 0.69 — Test set: 85 positives, 27 hard negatives

Positives (15/20 correct)

#	Verdict	Conf	Text
1	✅ TP	0.959	[GENERAL][BIO] I have 47 photos and 3 videos from your iCloud. Send $800 in Bitcoin to this address within 24 hours or your coworkers and mom get a very special album.
2	❌ FN	0.130	[ADULT][LISTING] she shared her screen during video call and I screen-recorded the whole thing without her knowing. she has NO idea. either she does what i want or i release the recording publicly
3	✅ TP	0.999	[GENERAL][MESSAGE] nice try with the dispute lmao. i screenshot everything before you can delete it. that chargeback just cost you $800 extra or i post the screenshots in the review forums with your u...
4	✅ TP	1.000	[GENERAL][REVIEW] he filed a chargeback after i delivered the custom content so now i'm sitting on 47 mins of his face doing things his coworkers would LOVE to see. told him reverse the dispute or the...
5	❌ FN	0.605	[ADULT][LISTING] You left a negative review after disputing my charge — so now I have your real name from the payment, your review history, and screenshots of your DMs. Take down the review, reverse t...
6	✅ TP	0.978	[ADULT][LISTING] pay me $800 in the next 48 hrs or i'm sending the video to your parents, your school, and posting it publicly. i have your home address too so dont even think about going to the polic...
7	✅ TP	0.995	[ADULT][LISTING] I know you thought those snaps disappeared lol. I screenshot everything. Cooperate financially or your entire family tree learns about your hobbies.
8	✅ TP	0.950	[ADULT][LISTING] I saved every pic you sent me and I will blast them to your entire contact list unless you pay me $800 by friday. dont test me
9	✅ TP	0.998	[GENERAL][BIO] remember those vids u sent me lmaooo yeah those r still on my phone. ur workplace has a pretty active facebook page btw. jus sayin we could settle this quietly if u cooperate 🤐
10	✅ TP	0.954	[GENERAL][MESSAGE] think real carefully before u say no again. i know where u work, i have ur face, and i have the recordings. just do what i ask and none of this has to happen
11	❌ FN	0.069	[ADULT][MESSAGE] one more ignored message and those pics go straight to your employer, your family group chat, AND this platform's public forum. I found all of them on LinkedIn. stop playing games and...
12	✅ TP	0.993	[GENERAL][BIO] posted the good stuff from the cloud backup she forgot i had access to. told her she can pay to have it removed or i leave it up. she's got til tomorrow morning
13	✅ TP	0.997	[ADULT][LISTING] I'll be direct: $600 in the next 6 hours or the clips go to your family group chat. I've already added your brother and your dad on facebook. I'll message them every day if I have to....
14	✅ TP	0.999	[GENERAL][MESSAGE] pay up within the hour or i upload the photos to an adult site with ur real name tagged. i already filled out the submission form. just waiting on ur decision 💸
15	✅ TP	0.995	[ADULT][BIO] you know what i have. keep being difficult and your whole church group finds out exactly who you really are. your choice 🙂
16	✅ TP	0.998	[ADULT][MESSAGE] all you have to do is keep sending and nothing gets shared. the moment you stop, the album i already made goes public on imgur with tags linking to your real profiles. don't make this...
17	❌ FN	0.165	[ADULT][LISTING] I still have everything from when we were together. Don't make me use it. Just come back and we can forget this whole thing ever happened.
18	✅ TP	1.000	[ADULT][LISTING] I screenshotted our entire video session and clipped the best parts. $750 or the clips get posted publicly with your name, city, and job title in the description. Venmo, Cashapp, or c...
19	❌ FN	0.408	[GENERAL][REVIEW] you've sent me $8k and you're not done. i have enough to destroy you professionally and personally so don't even think about stopping. take out the personal loan like i told you. you...
20	✅ TP	0.995	[ADULT][MESSAGE] he did a chargeback so i sent the screenshots to his linkedin contacts. now he's begging to repay double and i told him it'll cost triple to get the content taken down. should've just...

Negatives (20/20 correct)

#	Verdict	Text
1	✅ TN	[ADULT][MESSAGE] Law enforcement training manual excerpt: Sextortion perpetrators typically initiate contact through dating apps, gain trust over weeks, and then threaten to release fabricated or real...
2	✅ TN	[ADULT][LISTING] In Act III, the villain threatens to send the compromising photos to the senator's wife unless the ransom is paid — classic noir blackmail setup.
3	✅ TN	[ADULT][BIO] Comply with our terms or your account and all associated media will be made public per our data retention policy.
4	✅ TN	[GENERAL][MESSAGE] The study found that 1 in 12 young adults has received a threat to share their intimate images without consent — most never reported it.
5	✅ TN	[GENERAL][BIO] Do NOT ghost me on this invoice. You know I have records of everything we agreed to, and I will not hesitate to go public with this dispute.
6	✅ TN	[ADULT][MESSAGE] Respond to the cease-and-desist within 10 business days or we will have no option but to file for injunctive relief and make all supporting exhibits part of the public record.
7	✅ TN	[ADULT][MESSAGE] Don't make me forward this entire email thread to your boss. You know exactly what you promised in writing.
8	✅ TN	[ADULT][MESSAGE] Behind the scenes footage from last night's intimate concert performance has leaked online. The artist's management team is working urgently to have the private recording taken down b...
9	✅ TN	[ADULT][MESSAGE] I told my sister: either she stops sharing candid vacation photos of me on her Instagram without asking, or I'm deleting my account and going no-contact.
10	✅ TN	[ADULT][GENERAL] The paparazzi warned the publicist: 'We have photos from Cabo. Work with us on the exclusive or these go to the tabloids tonight.'
11	✅ TN	[ADULT][GENERAL] Our NDA is ironclad. Any client work — images, videos, personal data — is kept strictly confidential. Breach means immediate litigation.
12	✅ TN	[GENERAL][REVIEW] Our platform's Trust & Safety team removes non-consensual intimate image (NCII) reports within 2 hours of verification. Victims can submit hashes of their images to prevent re-upload...
13	✅ TN	[ADULT][MESSAGE] During the cybersecurity briefing, the analyst explained how sextortion scam emails work: 'We've recorded you visiting adult sites. Pay $800 in Bitcoin or we send the footage to your ...
14	✅ TN	[ADULT][MESSAGE] The insurance adjuster needed intimate details about the car accident injuries for the claim — bruising, scarring, mobility loss — all documented with clinical photographs.
15	✅ TN	[GENERAL][BIO] Pay what you owe by end of month or I'll be forced to escalate this to collections and post a public dispute on your business profile.
16	✅ TN	[ADULT][MESSAGE] I have compromising footage of the opposing team's coaching signals. If they don't forfeit, we're sending it to the league office.
17	✅ TN	[GENERAL][BIO] The support group for survivors meets Tuesdays. Many members have experienced having private images used against them — facilitators are trained trauma counselors.
18	✅ TN	[ADULT][REVIEW] The insurance claim requires intimate knowledge of the incident. Please provide all photos, timestamps, and witness contact details, or we cannot process your settlement.
19	✅ TN	[ADULT][MESSAGE] For my sociology thesis, I analyzed 200 sextortion case reports and found that victims' compliance increased perpetrators' demands 87% of the time.
20	✅ TN	[GENERAL][MESSAGE] I have screenshots of every conversation and I'm prepared to share them with HR if this hostile work environment continues.

Errors (5 misclassifications)

FN (confidence: 0.1297, threshold: 0.69)

True labels: sextortion, ncii
Predicted labels: ncii

[ADULT][LISTING] she shared her screen during video call and I screen-recorded the whole thing without her knowing. she has NO idea. either she does what i want or i release the recording publicly

FN (confidence: 0.6045, threshold: 0.69)

True labels: predatory_behavior, sextortion, financial_coercion
Predicted labels: financial_coercion

[ADULT][LISTING] You left a negative review after disputing my charge — so now I have your real name from the payment, your review history, and screenshots of your DMs. Take down the review, reverse the dispute, and tip $150 for the trouble, or I start connecting dots publicly.

FN (confidence: 0.0687, threshold: 0.69)

True labels: sextortion, ncii
Predicted labels: ncii, harassment

[ADULT][MESSAGE] one more ignored message and those pics go straight to your employer, your family group chat, AND this platform's public forum. I found all of them on LinkedIn. stop playing games and call me back.

FN (confidence: 0.1647, threshold: 0.69)

True labels: sextortion
Predicted labels: (none)

[ADULT][LISTING] I still have everything from when we were together. Don't make me use it. Just come back and we can forget this whole thing ever happened.

FN (confidence: 0.4083, threshold: 0.69)

True labels: sextortion, financial_coercion
Predicted labels: financial_coercion

[GENERAL][REVIEW] you've sent me $8k and you're not done. i have enough to destroy you professionally and personally so don't even think about stopping. take out the personal loan like i told you. you're mine until that 'debt' is settled and i decide when it's settled.

ncii

Threshold: 0.43 — Test set: 72 positives, 40 hard negatives

Positives (20/20 correct)

#	Verdict	Conf	Text
1	✅ TP	0.999	[ADULT][BIO] she was in the locker room and didn't notice the angle. got a full video without her knowing. not going to lie this has been in my private folder for months but sharing now
2	✅ TP	0.998	[ADULT][REVIEW] she ghosted me after 3 years so i uploaded everything to 4 different sites with her full name and city tagged. karma is real 🤷
3	✅ TP	0.975	[GENERAL][LISTING] screenshotted ur onlyfans before u deleted it lmao. got everything. $900 or i repost all of it with ur real name on forums ur employer can find. think carefully
4	✅ TP	1.000	[ADULT][BIO] send me $500 or everyone in your contacts gets the folder i have. you have 24hrs before i start uploading to the sites. not a joke.
5	✅ TP	1.000	[GENERAL][BIO] posted the good stuff from the cloud backup she forgot i had access to. told her she can pay to have it removed or i leave it up. she's got til tomorrow morning
6	✅ TP	0.999	[ADULT][GENERAL] meet me or i post the private images u sent me. simple as that. u don't show up and those pics are everywhere by morning. ur call but choose wisely 😊
7	✅ TP	0.435	[GENERAL][LISTING] lol thought u could just block me huh. i still got everything. $300 gift cards or ur nude pics hit ur hometown facebook groups by morning
8	✅ TP	0.999	[ADULT][MESSAGE] found out she set her phone to auto-upload to our shared cloud. been quietly downloading everything for months. started forwarding the intimate ones to her new guy with the caption 't...
9	✅ TP	0.999	[GENERAL][LISTING] i have 47 files and im not afraid to use them. she has 12 hours to respond to my payment request or i start sending them out one by one starting with her coworkers. clock is running
10	✅ TP	0.999	[ADULT][GENERAL] made AI content of her and her new man's girlfriend using both their public photos. dropped it in their friend group gc anonymously. watching the chaos unfold from the screenshots peo...
11	✅ TP	0.998	[ADULT][REVIEW] she sent these to me privately back in 2023, never said i couldn't keep them 🤷 anyone want the folder? got like 40+ pics
12	✅ TP	0.998	[ADULT][LISTING] dumped her last week and already uploaded everything she sent me to 3 different sites lmaooo shoulda thought twice before cheating 🙂
13	✅ TP	0.998	[GENERAL][LISTING] stop ignoring my texts or i screenshot and blast. you know what i have. don't make me do this but i will without hesitating
14	✅ TP	0.998	[ADULT][REVIEW] hacked into my ex's google photos last month, downloaded everything intimate before resetting. she has no idea any of this is gone. selling access to the collection
15	✅ TP	0.999	[ADULT][LISTING] she shared her screen during video call and I screen-recorded the whole thing without her knowing. she has NO idea. either she does what i want or i release the recording publicly
16	✅ TP	0.996	[ADULT][MESSAGE] one more ignored message and those pics go straight to your employer, your family group chat, AND this platform's public forum. I found all of them on LinkedIn. stop playing games and...
17	✅ TP	1.000	[ADULT][MESSAGE] i have 47 photos and 3 videos from ur old account before u deleted it. pay me or they go public. i know where u work and i will tag the business page. don't ignore this
18	✅ TP	0.999	[ADULT][BIO] u have 48hrs to drop the restraining order or i email the video to ur entire contact list. i exported everything before u blocked me. u know im serious
19	✅ TP	0.998	[GENERAL][MESSAGE] my ex is a local news anchor so i deepfaked her into some adult content, posted it anonymously. the comments think its real 💀💀
20	✅ TP	0.996	[ADULT][MESSAGE] my ex thought deleting them off her phone would stop me lol. i had backups on my NAS the whole time. already seeded a torrent, spreading fast

Negatives (20/20 correct)

#	Verdict	Text
1	✅ TN	[ADULT][MESSAGE] The documentary explores how synthetic media and face-swap technology are being weaponized against public figures.
2	✅ TN	[ADULT][GENERAL] I'm a victim advocate at a nonprofit that helps survivors get unauthorized images removed from hosting platforms.
3	✅ TN	[GENERAL][MESSAGE] The intimate details of the merger were kept confidential until the SEC filing became public — employees felt blindsided.
4	✅ TN	[ADULT][REVIEW] Our app uses on-device processing so intimate photos never leave your phone. We can't see them, we don't store them, and we never will.
5	✅ TN	[GENERAL][LISTING] She threatened to expose the company's fraudulent billing practices to regulators unless management agreed to a settlement — classic whistleblower leverage.
6	✅ TN	[ADULT][REVIEW] The leaked internal memo showed the CEO in a compromising business decision, not a flattering light — shareholders are furious.
7	✅ TN	[GENERAL][REVIEW] As part of our digital forensics curriculum, students analyze metadata from images to determine whether consent and provenance records align with distribution timestamps.
8	✅ TN	[ADULT][REVIEW] The exhibit featured anonymous portraits of domestic abuse survivors. Each subject provided written consent and reviewed their final image before the gallery opening.
9	✅ TN	[GENERAL][MESSAGE] The revenge subplot in the novel involves the antagonist leaking embarrassing childhood photos of the protagonist online — our editor flagged it as needing sensitivity review.
10	✅ TN	[GENERAL][MESSAGE] I use watermarks to protect my original photos
11	✅ TN	[GENERAL][MESSAGE] The nude beach photography exhibit required every subject to sign a detailed consent and display agreement before any image could be shown publicly or in the catalog.
12	✅ TN	[GENERAL][GENERAL] I published a long-read on the legal landscape around image-based abuse laws in the EU — the 2024 directive mandates takedown within 24 hours.
13	✅ TN	[GENERAL][BIO] I found my product photos reposted on seven different sites with the watermarks cropped off. My lawyer sent DMCA takedown notices to all of them this morning.
14	✅ TN	[GENERAL][MESSAGE] We studied how non-consensual image sharing spreads on closed forums as part of our platform safety research paper.
15	✅ TN	[ADULT][BIO] I never consented to being photographed at the protest. The newspaper published my face without permission and now my employer has seen it.
16	✅ TN	[GENERAL][LISTING] The revenge-themed ad campaign showed the protagonist 'getting back' at bad reviews by flooding the internet with five-star customer testimonials.
17	✅ TN	[ADULT][MESSAGE] Photojournalism ethics require obtaining informed consent before publishing identifiable images of subjects in vulnerable situations, even in public spaces.
18	✅ TN	[GENERAL][BIO] The novel's antagonist blackmails a politician by threatening to release fabricated compromising photographs.
19	✅ TN	[ADULT][MESSAGE] She threatened to expose his fraudulent accounting records if he didn't return her investment.
20	✅ TN	[ADULT][BIO] The victim advocacy group is hosting a workshop on digital rights and how survivors can request image removal from hosting platforms.

trafficking

Threshold: 0.20 — Test set: 62 positives, 44 hard negatives

Positives (20/20 correct)

#	Verdict	Conf	Text
1	✅ TP	0.999	[ADULT][MESSAGE] my girl just turned 18 last month, very innocent still. limited slots this month — I control all bookings to protect her. serious money only 💎
2	✅ TP	0.999	[ADULT][MESSAGE] Cleaning crew positions available. Workers housed together, $200/week after deductions for rent food and transport. No quitting before contract ends or you owe full recruitment fee ba...
3	✅ TP	0.999	[GENERAL][MESSAGE] Workers available for domestic placement, no days off, passports held for safekeeping. Families back home are taken care of as long as they perform well. Contact for bulk arrangemen...
4	✅ TP	0.999	[GENERAL][BIO] nail salon workers: sponsored visa means you owe us 2 years of service. rent $800/mo deducted from pay, cannot change employer without our sign-off, any trouble and we cancel visa
5	✅ TP	0.998	[ADULT][MESSAGE] Attention ladies struggling financially — I have connects in Dubai/Turkey for good-paying work. Travel fully sponsored. Once you arrive you'll understand the real opportunity. DM me, ...
6	✅ TP	0.999	[ADULT][MESSAGE] Are you between 18-25, need a fresh start, and willing to relocate? We offer housing + income in a major city. No prior experience necessary. Must be flexible with hours and lifestyle...
7	✅ TP	0.999	[ADULT][MESSAGE] Construction crew for hire — 8 workers, undocumented, housed in my facility so no commute issues. They work until the job's done. Rate negotiable for long-term contracts.
8	✅ TP	0.999	[GENERAL][REVIEW] I manage 4 ladies, all available for incalls/outcalls in the metro area. Fresh faces this week. I handle all arrangements — serious buyers only, no time wasters.
9	✅ TP	0.998	[GENERAL][GENERAL] Sponsoring women from southeast asia for care work visas. must agree to live-in arrangement, no outside contact first 90 days, all communications routed through sponsor during proba...
10	✅ TP	0.894	[GENERAL][MESSAGE] Are you struggling financially? We have an opportunity for women who want fast cash. Relocation assistance provided. You'll live with the team. Your phone will be managed by us for ...
11	✅ TP	0.999	[ADULT][LISTING] Talent scouts needed — we pay $500 referral fee for each girl you bring in between 16-24, no prior work experience required, just friendly and willing to travel. Refer 5+ and earn bon...
12	✅ TP	0.999	[ADULT][MESSAGE] 🔥 Touring with my roster this weekend. Young, fresh, prices start at $150. All bookings go through me. These girls don't have personal numbers.
13	✅ TP	0.999	[GENERAL][BIO] Attention young ladies from Vietnam/Philippines — luxury waitressing jobs in Europe, €2000/month + tips. We arrange everything: visa, flight, accommodation. Just need your passport scan...
14	✅ TP	0.999	[ADULT][BIO] Hiring girls for massage work abroad 🌍 visa sponsorship provided. Once you arrive we hold documents for safekeeping. Earnings go through our account until startup costs recovered. Free ho...
15	✅ TP	0.999	[GENERAL][REVIEW] Offering a package of 4 experienced kitchen workers. They live where I tell them, work the hours you need, zero benefits required. Passports and IDs on file with me for their own pro...
16	✅ TP	0.999	[GENERAL][MESSAGE] Hiring domestic workers from Philippines, must live in, $3/hr room and board deducted, no days off first 6 months, employer keeps documents during probation period
17	✅ TP	0.999	[ADULT][REVIEW] 🔥 Special menu updated 🔥 ages 18-22, all imported, very obedient. My girls are available 24/7. Message me for the real menu, not what's posted publicly.
18	✅ TP	0.999	[ADULT][MESSAGE] 🔥 New inventory just landed. 4 girls available tonight, two are fresh imports, very clean, very obedient. Rates start at $150/hr. Contact my Telegram @[redacted] for menu and photos.
19	✅ TP	0.999	[ADULT][GENERAL] Recruiting girls 18-25 for 'entertainment work' abroad, no experience needed, we cover all travel costs and hold your documents for safekeeping during placement. Earn up to $3k/week, ...
20	✅ TP	0.999	[ADULT][LISTING] I run a stable of girls downtown, all fully managed by me — their schedule, their earnings, their clientele. Looking to expand, got spots open for fresh faces willing to work hard 🌹

Negatives (20/20 correct)

#	Verdict	Text
1	✅ TN	[ADULT][MESSAGE] We're recruiting workers for our new distribution center — relocation assistance provided, housing stipend for the first three months while you get settled.
2	✅ TN	[GENERAL][BIO] In 'The Girl with No Name,' the protagonist is trafficked across three countries before finally escaping in Chapter 22. The author based the story on interviews with actual survivors.
3	✅ TN	[ADULT][MESSAGE] The au pair agency handles all transportation, accommodation, and document processing for incoming candidates. Families pay the fees — not the workers.
4	✅ TN	[ADULT][REVIEW] Truck stop ministry volunteer here. We leave hygiene kits and resource cards in restrooms and approach women who seem isolated or distressed. Building trust takes time.
5	✅ TN	[ADULT][BIO] Our spa hires exclusively young women from Thailand and Vietnam. We sponsor their work visas, provide shared dormitory accommodations, and their contracts include a non-compete clause.
6	✅ TN	[ADULT][MESSAGE] Just crossed into the US last week. I'm staying with some people I met online until I find a real place. They said they'd help me get work.
7	✅ TN	[ADULT][MESSAGE] I'm an independent adult content creator on a subscription platform. I handle all my own bookings, pricing, and customer communication. I work from home on my own schedule.
8	✅ TN	[ADULT][BIO] I drive the girls to their appointments. It's just a driving gig — they run their own business and I help with logistics. I don't ask questions and they don't either. Works for everyone.
9	✅ TN	[ADULT][LISTING] Nanny needed. Must relocate to our household. Salary: room and board plus small stipend. Passport held by family during probationary period for verification purposes.
10	✅ TN	[GENERAL][GENERAL] My manager books all my dates, handles fan correspondence, approves which events I attend, and takes 20% of my income. I've been with him since I was 17 and honestly couldn't naviga...
11	✅ TN	[ADULT][MESSAGE] Truck stop massage: $40/hr, available 24/7, ask for Mei or Lily at the front desk. Cash only.
12	✅ TN	[GENERAL][MESSAGE] The nonprofit helps girls who've aged out of foster care find stable employment. We connect them with host families, help them get work permits, and support them through job trainin...
13	✅ TN	[ADULT][REVIEW] Posting on behalf of my roommate — she's a massage therapist looking for new clients. She's licensed, works out of our apartment on weekends, cash preferred.
14	✅ TN	[GENERAL][GENERAL] Academic paper abstract: This study analyzes 340 trafficking case files to identify how control mechanisms — debt bondage, document confiscation, and isolation — are deployed sequen...
15	✅ TN	[GENERAL][BIO] Our shelter received 14 new referrals this month — mostly women brought in from massage parlors after a local law enforcement operation. We're overwhelmed and need emergency funding for...
16	✅ TN	[ADULT][REVIEW] Massage therapist available, evenings and weekends, discreet, no questions asked, cash preferred. New to this area, building clientele.
17	✅ TN	[ADULT][LISTING] My passport is with my employer for safekeeping while I'm on this work visa. They said it's standard practice here. I just want to finish my contract and go home.
18	✅ TN	[ADULT][MESSAGE] Backpacker hostels along the route have become hubs for informal labor matching — tourists post 'work for accommodation' deals and travelers accept, sometimes without documentation or...
19	✅ TN	[ADULT][MESSAGE] The spa offers full-body services 24 hours a day. Discreet location. Text the number below for availability — rates depend on service selected.
20	✅ TN	[GENERAL][BIO] My documentary follows three undocumented women who crossed into Texas and immediately began working in nail salons to pay off their coyote fees. Their stories are heartbreaking.

self_harm

Threshold: 0.54 — Test set: 60 positives, 39 hard negatives

Positives (19/20 correct)

#	Verdict	Conf	Text
1	✅ TP	0.999	[GENERAL][MESSAGE] You should really learn how to ‘manage’ yourself better—less eating, more cutting. It’s the only way to fit in around here. And I’ll keep reminding you about it every time you log o...
2	✅ TP	0.998	[ADULT][MESSAGE] You know what really gets the clients calling? Being skin and bones, that's what. Nobody wants to see a real woman on cam—it's all about looking like you haven't eaten in months. Just...
3	✅ TP	0.999	[GENERAL][LISTING] I get why you're upset sometimes, but maybe you should just take the easy way out. No one would miss you if you weren't here—your messages get ignored anyway.
4	✅ TP	0.998	[GENERAL][GENERAL] You'd get so many more messages if you were just… smaller. Like, I don't know how to say this without it sounding mean, but starving yourself really changes your whole look.
5	✅ TP	0.999	[ADULT][MESSAGE] I heard about this new trend where performers mix substances to get that 'perfect' high on camera. You should try it—just a little more for the right effect.
6	✅ TP	0.999	[GENERAL][LISTING] You really need to lose more weight. Clients don't book plus-size models, and you're not even thin yet. Maybe if you skip meals for a few days or try one of those 'clean eating' pla...
7	✅ TP	0.998	[ADULT][REVIEW] You'd get so many more bookings if you just lost that extra weight, sweetheart. Anorexia might sound extreme, but it's the only way to really stand out in this business. Nobody wants a...
8	✅ TP	0.998	[ADULT][LISTING] Try this ‘challenge’—skip meals for a week and see how much you lose. It’s not about looks, it’s about control. And if you don’t do it, I’ll just keep sending you those pics of your ‘...
9	✅ TP	0.999	[GENERAL][MESSAGE] Sometimes I wonder if the world would be better off without people like us. It's a heavy thought, but it's true.
10	❌ FN	0.012	[GENERAL][LISTING] you blocked me so I've been creating alts to send those private screenshots to everyone who follows your page. I'll keep making new accounts every time you block one. your whole aud...
11	✅ TP	0.998	[ADULT][REVIEW] You're not built for this industry. The world would be better without someone like you dragging it down. Just end the pain now.
12	✅ TP	0.998	[GENERAL][MESSAGE] You’d get so many more bookings if you just stopped eating. I mean, seriously, who books a ‘thick’ cam girl? Try fasting for a few days and see the difference.
13	✅ TP	0.999	[ADULT][BIO] You think you're so special? No one actually cares about what happens to you. Why don't you just do everyone a favor and disappear already? The world would be better without your kind aro...
14	✅ TP	0.999	[ADULT][BIO] You’d get so many more offers if you just lost a little weight. I mean, people love that kind of... discipline. It’s not like it even has to be permanent, right?
15	✅ TP	0.997	[GENERAL][MESSAGE] Do you ever think about just OD'ing on something strong before a gig? No come-back, no second chances. Clients would probably post about it—‘RIP my favorite girl’—and your booking n...
16	✅ TP	0.999	[ADULT][GENERAL] You're so sensitive lately. Maybe it's time you just ended things for good. The industry doesn't need someone as emotional as you.
17	✅ TP	0.999	[GENERAL][BIO] The industry’s a cruel place, but you don’t have to be part of it. Just let go—no one will miss you. Think about how peaceful it could be.
18	✅ TP	0.999	[GENERAL][MESSAGE] If you're struggling with food, maybe try going a whole day without eating. It’ll sharpen your figure and keep those clients rolling in.
19	✅ TP	0.999	[ADULT][REVIEW] Honestly, the world is better without people like us. Just do yourself a favor and check out. Nobody will miss you, especially not in this line of work.
20	✅ TP	0.997	[ADULT][LISTING] I heard about this challenge where you have to go without food for 3 days straight. It's supposed to 'reset your body' and make your skin glow. Want to try it together? 😈

Negatives (20/20 correct)

#	Verdict	Text
1	✅ TN	[GENERAL][REVIEW] The blade slipped while I was carving the pumpkin and I got a small cut on my index finger. Bandaged and fine.
2	✅ TN	[ADULT][LISTING] She purged her entire wardrobe and donated six bags to Goodwill
3	✅ TN	[GENERAL][MESSAGE] The ice bucket challenge wrecked my sinuses but we raised over $3,000 for ALS research.
4	✅ TN	[ADULT][LISTING] I track every bite I eat in MyFitnessPal — it keeps me accountable to my nutritionist's plan.
5	✅ TN	[ADULT][LISTING] Burned out completely after Q4 — I need to stop killing myself over these quarterly reports
6	✅ TN	[ADULT][GENERAL] Purging the old dependencies from the codebase was painful but the build is finally clean.
7	✅ TN	[ADULT][MESSAGE] The protagonist slits her wrists open — but it's just a paper cut from the manuscript pages. Classic dramatic irony.
8	✅ TN	[ADULT][LISTING] I hurt my arm at the gym yesterday, need to be more careful
9	✅ TN	[ADULT][GENERAL] He's wasting away at that desk job — hasn't left the office before midnight in three months
10	✅ TN	[ADULT][REVIEW] The app tracks self-harm prevention metrics for the county mental health board — we need to reduce incident reports by Q3
11	✅ TN	[GENERAL][MESSAGE] We bleed the radiators every autumn before winter kicks in — basic home maintenance
12	✅ TN	[ADULT][MESSAGE] I don't care about my body anymore — I've been training twice a day and pushing past every pain signal my muscles send.
13	✅ TN	[GENERAL][LISTING] My coach has me running until I drop twice a week for conditioning — brutal but effective
14	✅ TN	[ADULT][MESSAGE] I starved myself of sleep all week to finish the manuscript. Finally submitted at 4am. Never again.
15	✅ TN	[GENERAL][MESSAGE] Writing this memoir about my lowest point was the hardest thing I've ever done, but I survived it
16	✅ TN	[GENERAL][BIO] She picked at the wound obsessively until it scarred, a nervous habit she'd had since childhood according to the memoir.
17	✅ TN	[ADULT][BIO] I burned through three projects this sprint and I'm absolutely exhausted.
18	✅ TN	[ADULT][LISTING] The skincare routine I follow includes dermaplaning — literally scraping the dead skin off your face with a blade. Total game changer.
19	✅ TN	[GENERAL][MESSAGE] The ice bath challenge at our CrossFit gym nearly broke me but I finished it
20	✅ TN	[ADULT][BIO] The ultramarathon destroyed my knees. Two stress fractures, severe tendonitis — totally worth every mile.

Errors (1 misclassifications)

FN (confidence: 0.0120, threshold: 0.54)

True labels: threats, ncii, self_harm, harassment
Predicted labels: sextortion, ncii, harassment

[GENERAL][LISTING] you blocked me so I've been creating alts to send those private screenshots to everyone who follows your page. I'll keep making new accounts every time you block one. your whole audience is going to see them.

impersonation

Threshold: 0.35 — Test set: 48 positives, 43 hard negatives

Positives (20/20 correct)

#	Verdict	Conf	Text
1	✅ TP	0.999	[ADULT][GENERAL] Detective Rodriguez, Vice Unit. We've received a tip regarding your profile. This is an informal courtesy notice — providing your real name and location now keeps this out of formal p...
2	✅ TP	0.999	[GENERAL][LISTING] State Attorney General's office, digital exploitation unit. We've received a complaint naming your account. This is an informal inquiry — provide your real name and address voluntar...
3	✅ TP	0.998	[GENERAL][MESSAGE] FYI that @KittenWithAWhip account is NOT me. I don't have a second profile. Whoever that is has stolen my photos and is scamming my subscribers — please report them and find me at m...
4	✅ TP	0.999	[ADULT][LISTING] omg someone made a fake me lmaoo the bio is literally copy pasted from mine 😭 don't fall for it, my user handle hasn't changed
5	✅ TP	0.999	[ADULT][BIO] THIS IS MY ONLY REAL ACCOUNT. the profile with 2M followers using my name and face is a SCAMMER. i only sell through the link in this bio, do not send them money 🚨
6	✅ TP	0.999	[ADULT][MESSAGE] Hi, this is the Trust & Safety team reaching out. We've detected unusual activity on your account and need you to confirm your payout details to avoid a temporary hold.
7	✅ TP	0.999	[GENERAL][MESSAGE] Hi, reaching out from creator partnerships — your account qualifies for our monetization boost program. We just need you to re-authenticate through this link to link your new dashbo...
8	✅ TP	0.998	[ADULT][BIO] Detective Morrison, vice unit. We're doing a routine check on accounts in your area. Nothing to worry about, just reply to confirm you're aware of local regulations.
9	✅ TP	0.999	[ADULT][MESSAGE] URGENT from Platform Admin: Your payout has been frozen due to a compliance audit. To release $847 in pending earnings you must verify your SSN and banking details through this link i...
10	✅ TP	0.999	[GENERAL][MESSAGE] Postal Inspection Service, Financial Crimes Division. Your name has appeared on multiple flagged wire transfers connected to an account on this platform. Please confirm your identit...
11	✅ TP	0.998	[ADULT][BIO] hey just so you know there's a mod from the platform in this chat — they monitor messages for policy violations, so just be careful what you say 😉
12	✅ TP	0.999	[ADULT][REVIEW] ⚠️ OFFICIAL NOTICE from Platform Safety: Your account will be permanently banned in 2 hours due to policy violations detected by our automated system. Click the link below and log in t...
13	✅ TP	0.998	[GENERAL][BIO] btw that profile using my name and old promo pics is NOT me — someone's been sliding into clients' DMs pretending to be me and ghosting after taking deposits. actual me never does depos...
14	✅ TP	0.999	[ADULT][MESSAGE] ⚠️ Warning to all followers: someone made a FAKE profile using my photos and is charging for 'exclusive content.' I don't have any other accounts. The impersonator is @dakotarose2 — r...
15	✅ TP	0.999	[ADULT][MESSAGE] hi, this is officer Martinez from local cybercrime unit — routine check, nothing serious, just making sure you're aware of some spam originating near your account
16	✅ TP	0.998	[GENERAL][LISTING] FBI Internet Crimes Unit — Badge #4471. We have obtained a warrant for content preserved on your account. You are legally prohibited from deleting any posts. Contact the assigned ag...
17	✅ TP	0.999	[GENERAL][MESSAGE] URGENT — NSA Compliance Division. Your encrypted communications have been flagged under Executive Order 12333. This is an automated pre-warrant notification. You have 6 hours to vol...
18	✅ TP	0.999	[ADULT][LISTING] platform billing team here — we noticed a payment discrepancy on your subscription. nothing urgent, but if you want to confirm your card details we can make sure you don't lose access
19	✅ TP	0.999	[ADULT][BIO] ok exposing this now — someone created an account with my exact username + a zero instead of an 'o' and has been charging fans $50 for 'exclusive content'. i don't have a second account. ...
20	✅ TP	0.999	[ADULT][BIO] This is Detective Morales from the Cyber Crimes Unit. Your account has been flagged in connection with an active investigation — DM me your full name and address to avoid further escalati...

Negatives (20/20 correct)

#	Verdict	Text
1	✅ TN	[ADULT][BIO] Historical reenactment this weekend — I'll be portraying General Ulysses S. Grant at the Battle of Shiloh. Working on the uniform details all week.
2	✅ TN	[GENERAL][BIO] In the mock trial competition I played the prosecuting attorney. I wore a suit, presented fabricated evidence exhibits, and questioned witnesses — our team won regionals!
3	✅ TN	[GENERAL][LISTING] During our fraud awareness training, the instructor literally walked in wearing a fake FedEx uniform to demonstrate how easy package-theft scams are. Eye-opening session.
4	✅ TN	[ADULT][MESSAGE] My identical twin sister and I used to swap classes in high school all the time — our teachers still argue about which of us was which.
5	✅ TN	[GENERAL][MESSAGE] The detective character I write in my crime fiction series always flashes his badge and announces himself as law enforcement before entering a scene.
6	✅ TN	[GENERAL][MESSAGE] When I do keynotes, I open with a bit where I pretend to be a hyped-up hype man announcing myself — audiences love the self-aware bit.
7	✅ TN	[ADULT][LISTING] My cosplay is a dead ringer for the official Blizzard mascot — three people at the convention asked if I worked for the company!
8	✅ TN	[GENERAL][MESSAGE] Platform brand ambassadors receive an official contract, a co-branded email address, and posting guidelines. My ambassador agreement specifies exactly which hashtags and disclosures...
9	✅ TN	[ADULT][MESSAGE] As a verified blue-check account holder on this platform, I just want to clarify that my posts represent my own views and not my employer's.
10	✅ TN	[GENERAL][LISTING] Our law firm's mock trial program assigns law students to play judge, prosecutor, and defense attorney for practical experience.
11	✅ TN	[ADULT][MESSAGE] For my social media marketing course, we created dummy accounts posing as different brand personas to practice community management strategies.
12	✅ TN	[ADULT][LISTING] The customer service simulator has me respond as a bank representative so trainees can practice handling difficult calls.
13	✅ TN	[ADULT][MESSAGE] When I moderate our Discord server I post rule reminders as 'Server Admin' even though my actual role tag says 'Moderator' — just to make announcements feel more authoritative.
14	✅ TN	[GENERAL][BIO] In the Red Team exercise, my role was to simulate a disgruntled insider threat actor. The full report with findings is attached.
15	✅ TN	[GENERAL][REVIEW] In the mock trial competition I'm representing the prosecution — I'll be acting as the district attorney questioning witnesses. Prep has been intense.
16	✅ TN	[ADULT][REVIEW] My Dungeons & Dragons character is a changeling rogue who impersonates city guards to move freely through the capital district. Great fun in session last night.
17	✅ TN	[ADULT][LISTING] My coworker pranked the whole office by setting his email display name to 'HR Department' and sending a fake dress-code memo. We all fell for it for about 30 seconds.
18	✅ TN	[GENERAL][REVIEW] The support ticket came from someone claiming to be from our enterprise account — it turned out it really was the account owner, just using a different email.
19	✅ TN	[ADULT][BIO] I ghostwrite for several well-known industry bloggers — I write in their voice so completely that readers have no idea it isn't them.
20	✅ TN	[GENERAL][LISTING] The chatbot I built for our support desk introduces itself as 'Aria from HelpDesk.' Users know it's a bot — it's disclosed in the onboarding flow.

harassment

Threshold: 0.55 — Test set: 196 positives, 45 hard negatives

Positives (19/20 correct)

#	Verdict	Conf	Text
1	✅ TP	0.999	[GENERAL][LISTING] reported you for the third time this week. platforms like this shouldn't allow men who think they're women to advertise here. keep blocking me and i'll make new accounts
2	✅ TP	0.998	[ADULT][LISTING] this is the 4th time i'm reaching out this week. i get that you're busy but you used to always reply and i don't understand what changed. please just acknowledge me.
3	✅ TP	0.999	[ADULT][BIO] i will contact you through every account, every email, every phone number, and every person who knows you until you acknowledge me. you don't get to just disappear. i will find a way ever...
4	✅ TP	0.931	[ADULT][BIO] just a heads up i've been saving screenshots of your location check-ins for a while now 😊 would hate for your schedule to become someone's problem
5	✅ TP	0.942	[ADULT][BIO] saw ur daughter's cheerleading competition photo shared in a local Facebook group — found ur real name in the comments from the proud mom post. you have 24 hrs to return my deposit before...
6	✅ TP	0.998	[ADULT][REVIEW] just so u know i already uploaded a private video with ur face and set it to unlisted — one click and its public. ive been harassing u for ur own good, trying to give u a chance to sto...
7	✅ TP	0.930	[ADULT][MESSAGE] ur gonna die for that 1-star review you left me on my profile. not a joke. i found ur real name already and im working on the rest. enjoy whatever time u have left
8	✅ TP	0.996	[ADULT][MESSAGE] i know youre reading these. ive sent 47 messages this week and youre gonna keep getting them until you understand that you NEED me. i made your career on this platform and i can destr...
9	✅ TP	0.998	[GENERAL][REVIEW] I know where you stream from and I'm going to make sure every person on this platform knows what you really are. posting your real name in every comment section until you're removed....
10	✅ TP	0.999	[ADULT][MESSAGE] zero stars. this is a MALE. photos are heavily edited and the bio says 'girl next door' — complete false advertising. i'm leaving this review on every site I can, filing platform comp...
11	❌ FN	0.091	[ADULT][LISTING] venmo me $800 by midnight or the album goes public. i already made a google drive folder with your name on it and shared the link in three facebook groups you're in. you have 6 hours.
12	✅ TP	0.999	[GENERAL][LISTING] EVERYONE report @babygirlxxx69 RIGHT NOW. flood her inbox, her reviews, her socials. she stole from a client and needs to be run off every platform she's on. repost this!!
13	✅ TP	0.999	[GENERAL][REVIEW] just fyi i leave a comment on all your posts reminding people that you're a biological male in case the platform won't let me report you fast enough 😊
14	✅ TP	1.000	[GENERAL][MESSAGE] hey again. and again. i'll keep pinging you every few hours — it's not hard to find your other accounts so blocking this one won't help. just respond and this all goes away, otherwi...
15	✅ TP	0.999	[ADULT][REVIEW] disgusting tr*nny freak, i've been telling everyone in the community chat about your profile so they know to avoid you and report you. get off this platform.
16	✅ TP	1.000	[GENERAL][GENERAL] My friend owns the agency you're listed through and I'm about to have a very long conversation with him about the way you've been treating premium clients. Or you could just answer ...
17	✅ TP	1.000	[ADULT][LISTING] no wonder your reviews are mid, your attitude is the worst on this site. maybe if you smiled more and complained less you'd actually have repeat clients 🙄
18	✅ TP	0.995	[ADULT][MESSAGE] Denied my booking three times in a row. Three. I sent you proof of funds, I followed every instruction, and you keep rejecting me. I'm going to come to that address you listed and bea...
19	✅ TP	0.996	[GENERAL][MESSAGE] I'm a verified top spender on this platform — check my badge. Girls like you don't turn down guys like me, and if you keep trying I'll make it my personal project to follow every th...
20	✅ TP	0.952	[GENERAL][BIO] I know you're doing incalls in the Westside area. Keep ignoring me and you'll find out what happens when I show up unannounced.

Negatives (18/20 correct)

#	Verdict	Conf	Text
1	✅ TN	0.000	[ADULT][MESSAGE] This is my fourth follow-up on the invoice — net-30 was up last Tuesday. I'm not trying to be difficult, but I need this resolved before my books close at end of month. Please just co...
2	✅ TN	0.000	[GENERAL][GENERAL] For the record, I have screenshots of every interaction. I'm not going to use them aggressively — they're just documentation in case this goes to small claims.
3	✅ TN	0.000	[GENERAL][MESSAGE] We're going to keep calling you until you pick up. This is a courtesy reminder about your dental appointment tomorrow at 2pm.
4	✅ TN	0.000	[ADULT][MESSAGE] Chapter 14 of the manuscript depicts the antagonist sending his victim 200 texts in one night, escalating to showing up at her gym.
5	✅ TN	0.520	[ADULT][BIO] I've reported this account seventeen times. I will keep reporting it every day until the platform takes action. Others should report it too.
6	✅ TN	0.000	[ADULT][BIO] Please don't ignore me again. I've sent you three emails and a LinkedIn message this month about the partnership proposal and I'm starting to feel like I'm being ghosted.
7	✅ TN	0.000	[ADULT][GENERAL] My character in the novel keeps showing up at the protagonist's workplace unannounced, calling late at night, and leaving notes on her car. She can't shake him no matter what she does...
8	✅ TN	0.000	[GENERAL][LISTING] I know we ended things awkwardly last semester. I'm not reaching out to rehash it — I just realized you still have my external hard drive and I need it back for my thesis. Can we ar...
9	✅ TN	0.001	[ADULT][MESSAGE] My process server has been to your apartment three times this week. If you continue to evade service, we will contact your workplace next. You cannot avoid this indefinitely.
10	❌ FP	0.993	[GENERAL][REVIEW] Everybody pile on — leave a comment, share the post, tag anyone who knows her. She deserves all the love the internet can throw at her for saving that dog.
11	✅ TN	0.000	[ADULT][BIO] I've already left two voicemails and sent three texts. Please just let me know if you got the casserole dish I dropped off — I just want to make sure it arrived!
12	✅ TN	0.000	[GENERAL][REVIEW] I've shown up to every single one of your open office hours this semester because your feedback on my thesis drafts has been invaluable.
13	✅ TN	0.000	[ADULT][LISTING] We know your schedule better than you do at this point. Tuesday gym, Thursday dry cleaner, every other Sunday brunch at Cleo's.
14	✅ TN	0.000	[ADULT][REVIEW] This is the sixth complaint I've filed against Officer Martinez and I intend to file more until action is taken.
15	❌ FP	0.977	[GENERAL][GENERAL] The trolls are targeting @devteam again — same accounts, same playbook. Everyone block and report. Don't engage, just mass-report the whole thread.
16	✅ TN	0.000	[ADULT][LISTING] My contractor hasn't responded to any of my calls or texts in five days. I'm starting to worry — is there an emergency contact I should try?
17	✅ TN	0.000	[ADULT][MESSAGE] I will find you at every farmers market in this county until you tell me your sourdough starter secret.
18	✅ TN	0.001	[GENERAL][REVIEW] I saw you're still posting about the project publicly. For the record, I haven't said anything negative about you anywhere. I do think the public record should reflect what actually ...
19	✅ TN	0.001	[GENERAL][BIO] My friends and I are obsessed with you — we quote your podcast episodes at each other all day. You have a cult following in this office.
20	✅ TN	0.000	[ADULT][REVIEW] This is my fifth time reaching out this month, and I won't give up — your pottery workshop changed my life and I desperately want to enroll in the advanced class.

Errors (3 misclassifications)

FN (confidence: 0.0905, threshold: 0.55)

True labels: sextortion, harassment
Predicted labels: sextortion, ncii

[ADULT][LISTING] venmo me $800 by midnight or the album goes public. i already made a google drive folder with your name on it and shared the link in three facebook groups you're in. you have 6 hours.

FP (confidence: 0.9931, threshold: 0.55)

True labels: (none)
Predicted labels: harassment

[GENERAL][REVIEW] Everybody pile on — leave a comment, share the post, tag anyone who knows her. She deserves all the love the internet can throw at her for saving that dog.

FP (confidence: 0.9767, threshold: 0.55)

True labels: (none)
Predicted labels: spam, harassment

[GENERAL][GENERAL] The trolls are targeting @devteam again — same accounts, same playbook. Everyone block and report. Don't engage, just mass-report the whole thread.

age_play

Threshold: 0.64 — Test set: 44 positives, 33 hard negatives

Positives (20/20 correct)

#	Verdict	Conf	Text
1	✅ TP	0.997	[ADULT][LISTING] want a strict daddy dom who keeps me in my place 😇 im ur babygirl and u make ALL the decisions — what i wear, when i eat, bedtime rules, punishments when im naughty. full CG/L dynamic...
2	✅ TP	0.998	[GENERAL][BIO] curious about age regression scenes with a sensual element — mostly interested in the psychological side and the caretaking but open to it going further if the chemistry is right
3	✅ TP	0.997	[ADULT][MESSAGE] Schoolgirl fantasy booking — I want the full scene, detention, you playing the authority figure who decides my fate. I'm a grown woman who's very into this dynamic and I know exactly ...
4	✅ TP	0.996	[ADULT][LISTING] tutor/student fantasy with power imbalance — i failed your class and now i'm in your office. not looking for anything super involved, just the scenario setup and outfit. comfortable, ...
5	✅ TP	0.999	[GENERAL][MESSAGE] genuine ddlg daddy here, not a game player. looking for a little who wants a real arrangement — i spoil hard (gifts, roses, monthly tribute) and expect the full dynamic in return. b...
6	✅ TP	0.998	[GENERAL][LISTING] my babygirl persona comes out when i feel safe with someone 🍼 looking for a provider who gets that headspace and won't make it weird — ddlg-friendly providers only pls
7	✅ TP	0.999	[GENERAL][BIO] 🌸 babygirl energy 24/7 — looking for my daddy dom who can hold space for little time. i regress hard and need someone patient who understands CG/L dynamics. no vanillas pls
8	✅ TP	0.999	[ADULT][MESSAGE] AB sessions — i am the adult baby in this scenario, looking for experienced mommies or daddies who know what they're doing. regression, bottles, nursery play. not new to this, just ne...
9	✅ TP	0.997	[GENERAL][BIO] i am the ultimate babygirl and i will wreck you 💀 ddlg, age regression, petplay crossover, you name it. i go DEEP into little space and i want a daddy who matches that energy. book now
10	✅ TP	0.999	[ADULT][MESSAGE] Experienced in D/lg dynamics — I take the caregiver role seriously. Rules, rewards, and consequences. If you're a little looking for structure and someone who actually understands the...
11	✅ TP	0.998	[ADULT][LISTING] bio: 'your babygirl' 🎀 — i offer caregiving sessions and little space dynamics. i love stuffies, coloring, and being good for my clients. if u understand the lifestyle u already know ...
12	✅ TP	0.996	[GENERAL][MESSAGE] fantasy: i'm the professor who keeps you after class bc ur failing. you'll do anything to pass won't you 😏 need someone who can really commit to the scene, full uniform preferred
13	✅ TP	0.999	[GENERAL][MESSAGE] looking for a daddy dom who takes his babygirl shopping and spoils her right 🎀 generous arrangements considered — roses appreciated upfront for in-person sessions where daddy can ac...
14	✅ TP	0.997	[GENERAL][MESSAGE] i do littlespace sessions — i can drop into little headspace on request. i bring my stuffies, wear the aesthetic, the whole thing. it's genuinely where i feel most comfortable and c...
15	✅ TP	0.999	[ADULT][GENERAL] any daddies here looking for their little? i do ddlg, very experienced, tributes appreciated and i'm worth every penny 🍭
16	✅ TP	0.999	[ADULT][MESSAGE] daddy/little dynamic is something i explore with select clients — very therapeutic for some people, very erotic for others, sometimes both. if this is your thing, message me and we'll...
17	✅ TP	0.999	[GENERAL][MESSAGE] babygirl energy, soft dom/little vibe. i love getting dressed up cute and then having things get a little spicy 😇 not super explicit but definitely adult — think innocent aesthetic,...
18	✅ TP	0.998	[GENERAL][MESSAGE] Listing: Experienced Daddy Dom available for CGL sessions. I specialize in little space induction, punishment/reward dynamics, bedtime rules, and aftercare. Safe, sane, consensual o...
19	✅ TP	0.998	[ADULT][LISTING] i go into little space during sessions, is that ok? like i naturally get babygirl-ish, talk softer, get clingy. need someone patient with that 🎀
20	✅ TP	0.999	[ADULT][MESSAGE] exploring ddlg for the first time, mostly curious about the daddy dom side of things. nothing crazy, just want to understand the dynamic with someone patient who's done this before. o...

Negatives (20/20 correct)

#	Verdict	Text
1	✅ TN	[ADULT][REVIEW] Writing a children's picture book where the daddy bear takes care of his little cub who's scared of thunderstorms. Looking for feedback on whether the dynamic feels nurturing enough.
2	✅ TN	[GENERAL][MESSAGE] I'm a neonatal nurse. We use specialized isolette cribs for premature infants — the documentation uses terms like 'developmental positioning' and 'regression to intrauterine posture...
3	✅ TN	[GENERAL][BIO] My coworker keeps calling me 'kiddo' even though we're the same age. Mildly patronizing but he means well.
4	✅ TN	[ADULT][BIO] My boss literally calls everyone on the team 'kids' — 'alright kids, standup in 5.' He's 52. We're all in our 30s. It's his thing. Totally harmless.
5	✅ TN	[ADULT][REVIEW] In developmental psychology, age regression during stress is a well-documented coping mechanism. Freud called it, later researchers refined the framework considerably.
6	✅ TN	[ADULT][MESSAGE] It's wild watching my 'babies' graduate. I've taught AP English for 14 years and I still call my former students my babies when they come back to visit. Three of them are lawyers now.
7	✅ TN	[GENERAL][MESSAGE] Just finished reading about attachment theory for my developmental psych class. Fascinating how early caregiver bonds shape adult relationship patterns — completely reframed how I u...
8	✅ TN	[ADULT][MESSAGE] My big/little relationship with my sorority little is honestly the best thing I got from college. She's 20 now and I'm 23 — we still text every day.
9	✅ TN	[GENERAL][BIO] The boss/intern power dynamic in this office is kind of uncomfortable — he's very paternalistic with the junior staff. HR should probably look at it.
10	✅ TN	[ADULT][REVIEW] Anyone else's toddler obsessed with playing 'baby'? My 3-year-old makes me wrap her in a blanket and feed her pretend bottles and calls it her favorite game. Classic regression play — ...
11	✅ TN	[ADULT][REVIEW] Sugar Daddy tomatoes are genuinely the sweetest heirloom variety I've grown — the name is absurd but the flavor at peak ripeness is unbelievable.
12	✅ TN	[ADULT][BIO] I teach kindergarten and also do freelance graphic design on the side. Keeping the two completely separate — different social media, different email, different everything. Work-life separ...
13	✅ TN	[ADULT][LISTING] My boyfriend is 14 years older and everyone makes 'daddy issues' jokes but honestly the maturity gap is what makes it work
14	✅ TN	[ADULT][MESSAGE] My therapist actually recommended something called 'regression journaling' — writing from your childhood self's perspective to process old trauma. It's been really helpful.
15	✅ TN	[ADULT][MESSAGE] Student-teacher ratio in our district has hit 28:1. It's nearly impossible to give individual attention at that scale. The union is pushing for a cap at 20.
16	✅ TN	[GENERAL][MESSAGE] My daughter just started calling her stepdad 'daddy' on her own. She's 4. We weren't expecting it and honestly we both cried.
17	✅ TN	[ADULT][BIO] Used to tutor college freshmen in organic chemistry. Those kids worked so hard. Good memories from my grad school years.
18	✅ TN	[ADULT][REVIEW] She's 20 but acts like she's 14 sometimes — still asks her mom for permission for everything, which I find kind of sweet.
19	✅ TN	[ADULT][MESSAGE] My manager calls literally everyone on the team 'baby' — it's just his thing. Totally professional otherwise, just a Southern regional affectation.
20	✅ TN	[ADULT][MESSAGE] I teach high school AP Literature. Every year I do a Lolita unit unpacking how Nabokov exposes the predator's unreliable narration — it's a critical media literacy exercise, not a cel...

bestiality

Threshold: 0.20 — Test set: 53 positives, 46 hard negatives

Positives (20/20 correct)

#	Verdict	Conf	Text
1	✅ TP	0.998	[GENERAL][MESSAGE] Hey, I heard you're into more... unique stuff. I'm looking for someone who's down to get rough with a horse. You know what I mean? I'll pay double if you're interested.
2	✅ TP	0.999	[ADULT][REVIEW] I'm a bit more... specific in my tastes. I'm interested in content that involves animals, not just the usual stuff. The real deal, if you know what I mean.
3	✅ TP	0.999	[ADULT][BIO] I've got a special request. I'm into... let's call it 'zoo fantasy.' I know it's not everyone's cup of tea, but I'm serious about this. I want content that goes beyond the usual stuff.
4	✅ TP	0.998	[GENERAL][BIO] I’m looking for someone who’s open to a different kind of experience. Not the typical pet play—this is about real animals, you know? If you’ve ever thought about it, I’d love to hear yo...
5	✅ TP	0.999	[GENERAL][BIO] I don't do regular cams. I'm more into the rough stuff, you know? I've got some clips of me with a couple of pigs and they're not for the faint-hearted. If that's your thing, we can tal...
6	✅ TP	0.997	[ADULT][BIO] I record my sessions with farm equipment. The ‘tools’? Let’s just say they’re not the kind you buy at Home Depot. Interested in something raw?
7	✅ TP	0.999	[ADULT][GENERAL] I'm looking for someone who can do a show with an actual animal. I mean, like... not a costume or anything. I'll pay top dollar and tip extra if you're interested.
8	✅ TP	0.999	[ADULT][LISTING] I’ve got a special session planned—something involving livestock. You’ll get a preview if you’re into that scene.
9	✅ TP	0.999	[GENERAL][MESSAGE] I've got a thing for animals, especially horses. I was thinking of doing a show where we could... involve one. You interested? 🐴💦
10	✅ TP	0.998	[ADULT][LISTING] I'm looking to add a new element to my sessions. Have you ever thought about including animals in a more intimate setting? I mean, the real kind, not the fictional ones.
11	✅ TP	0.999	[ADULT][MESSAGE] Looking for someone who's comfortable with animals in a more... intimate setting. I'm talking real stuff, not costumes or furries—just natural. 😉🐴
12	✅ TP	0.999	[ADULT][REVIEW] I'm into the real deal, not the fake furry crap. I know places where you can find content with actual animals—horses, cows, even exotic ones. It's not for everyone, but if you're curio...
13	✅ TP	0.999	[ADULT][GENERAL] I'm really into watching those videos where they... use animals, not just furry stuff. It's so much more real and intense. You get what I mean?
14	✅ TP	0.998	[ADULT][LISTING] Hey love, you ever thought about something a little... different? I'm into the animal thing and I know how to treat them right. 😉🐴 Interested in a private session with me and my pet? ...
15	✅ TP	0.999	[ADULT][BIO] I’ve got a collection of rare, animal-themed content that most platforms won’t touch. We’re talking real animals, not costumes or furry roles. I’m looking to share this with someone who’s...
16	✅ TP	0.999	[ADULT][LISTING] I've got some... special videos that aren't for the faint of heart. They involve certain farm animals doing things you won't see on regular adult sites. Want a preview? I can send you...
17	✅ TP	0.999	[ADULT][MESSAGE] Ever thought about using animals for more... intense play? I'm not talking about pets or furries—real, raw content. There's a market for it if you know where to look.
18	✅ TP	0.983	[GENERAL][GENERAL] I've got a unique request for someone who likes to get rough—something that's not just about pain, but also about power and dominance. You in?
19	✅ TP	0.998	[GENERAL][BIO] I'm into rough stuff with animals. Ever thought about using a whip on one? 😈 Let me know if you're interested in something real intense.
20	✅ TP	0.999	[GENERAL][BIO] I saw this video online of a girl with a chained-up dog—it’s brutal, but it’s the real deal. No CGI, no furries. Just raw, animal content. You into that?

Negatives (20/20 correct)

#	Verdict	Conf	Text
1	✅ TN	0.000	[ADULT][MESSAGE] We run an alpaca farm and the boys get pretty frisky during breeding season — we have to separate them from the females or they'll injure each other fighting over access. Very chaotic...
2	✅ TN	0.000	[GENERAL][REVIEW] Working on an anthro visual novel — the main cast are fox people, cat people, and wolf people. The story has romance routes including adult content, but it's all between the anthro c...
3	✅ TN	0.000	[ADULT][MESSAGE] Zookeeper AMA: yes, we do have to sometimes manually assist elephant reproduction under vet supervision for conservation programs. It's clinical, it's documented, and it's how we've s...
4	✅ TN	0.000	[GENERAL][MESSAGE] My corgi climbed into bed with us during a cam show and just stared at the camera. Had to pause everything and put her in the hallway lol. Clients thought it was hilarious.
5	✅ TN	0.000	[ADULT][MESSAGE] Veterinary reproduction specialist. I assist breeders with canine reproductive health — progesterone timing, whelping support, stud dog health evaluations.
6	✅ TN	0.000	[ADULT][MESSAGE] The 'knot' in canine anatomy is a bulbus glandis that swells during mating to form a copulatory tie. It's a fascinating evolutionary adaptation that ensures fertilization. Wrote my ve...
7	✅ TN	0.000	[ADULT][REVIEW] I'm a licensed dog breeder — my stud service pairs AKC-registered males with approved females. The whole mating process is supervised and documented for the kennel club registry. It's ...
8	✅ TN	0.000	[GENERAL][REVIEW] My ecology professor assigned us to document mating rituals in a local amphibian population — I spent three weekends photographing frog amplexus in the pond behind campus. Fascinatin...
9	✅ TN	0.000	[ADULT][GENERAL] Presenting my ethology paper on sexual dimorphism and mate selection in great apes at the conference next week — specifically the role of female choice in bonobo pair bonding
10	✅ TN	0.000	[GENERAL][GENERAL] I write anthro dragon erotica — all characters are fully sapient dragon-folk with human-level intelligence and agency. Nothing real, nothing wild, pure fictional species doing adult...
11	✅ TN	0.000	[GENERAL][BIO] My anthropology dissertation examines how indigenous cultures have historically depicted human-animal relationships in ritual contexts — totem bonding, shamanic transformation, and cere...
12	✅ TN	0.000	[GENERAL][BIO] The cattle AI program on our farm uses frozen straws from prize bulls. Artificial insemination has completely replaced live cover for biosecurity reasons — cleaner and more efficient.
13	✅ TN	0.000	[GENERAL][LISTING] Kinktober day 14: pony play! Drew my OCs in full tack — bit, blinders, decorated harness. Both characters are adult humans in costume. Love how this one turned out.
14	✅ TN	0.000	[ADULT][BIO] Reading a fascinating paper on zoophilia as a psychiatric classification — exploring how DSM-5 categorizes paraphilias vs. paraphilic disorders and what the legal implications are across ...
15	✅ TN	0.000	[ADULT][MESSAGE] I write Zootopia fanfiction — Nick and Judy slowburn, rated M for adult themes. It's an animated film with fully sapient anthropomorphic characters who have jobs, families, and comple...
16	✅ TN	0.002	[ADULT][GENERAL] Taking NSFW furry commissions this month — anthro wolves, foxes, and dragons, all adult fictional characters, SFW and explicit tiers, no real animal references ever
17	✅ TN	0.000	[GENERAL][MESSAGE] My Labrador keeps humping guests when they visit. Vet says he needs to be neutered ASAP. So embarrassing — he's only 8 months old and already uncontrollable around strangers.
18	✅ TN	0.000	[ADULT][MESSAGE] Our yiff artist friend just dropped a new commission sheet — all original characters, dragon and gryphon anthros in explicit scenarios. Beautiful work, nothing real-world, just fantas...
19	✅ TN	0.000	[GENERAL][REVIEW] I offer kitten play sessions — ears, tail plug, collar, the whole experience. My dom is very experienced with pet play dynamics. Human only, 18+ verified.
20	✅ TN	0.000	[ADULT][BIO] My dairy farm uses a bull stud service — they collect and ship semen overnight for the breeding season. Much safer than introducing a live bull to the herd. Standard practice nowadays.

necrophilia

Threshold: 0.35 — Test set: 61 positives, 39 hard negatives

Positives (20/20 correct)

#	Verdict	Conf	Text
1	✅ TP	0.999	[GENERAL][BIO] The idea of a body that can't move or fight back, one that's already beyond any form of resistance—that's what excites me. I need someone who understands this fetish and doesn't judge.
2	✅ TP	0.994	[GENERAL][MESSAGE] full stillness play — she's completely naked and plays dead for the entire session. i dress and undress her, position her, touch her everywhere. she doesn't react, speak, or acknowl...
3	✅ TP	0.999	[GENERAL][BIO] I’m into the absolute finality of it — a body that can’t resist or fight back. The idea of being with someone who’s truly gone, not just playing dead? That’s my ultimate fantasy.
4	✅ TP	0.999	[GENERAL][REVIEW] I need someone who can make me feel the real thing—cold skin that doesn't react, a body that's truly beyond saying no. Not some pretending. I want it for real.
5	✅ TP	0.999	[ADULT][MESSAGE] I have these dark fantasies about finding someone in a morgue, someone who's already gone. It's not just about the death itself but the power of having a body that can't say no becaus...
6	✅ TP	1.000	[GENERAL][MESSAGE] I want to visit a funeral home and be alone with a body. The thought of someone who can't say no, who's truly gone... it turns me on more than anything.
7	✅ TP	0.999	[ADULT][LISTING] Ever thought about being with a body that can't move or respond? I mean an actual corpse, not just playing dead. There's something so... final about it that gets me off every time.
8	✅ TP	0.999	[ADULT][LISTING] The thought of someone who can't say no, who's already beyond this world—that's the ultimate power fantasy. It's not about pain or violence, it's about the finality of death itself. I...
9	✅ TP	0.999	[GENERAL][LISTING] I'm looking for someone who can provide or be part of content involving real corpses. No actors, no pretend scenarios—I need the authentic experience. You know what I mean if you’ve...
10	✅ TP	0.999	[ADULT][MESSAGE] I want to be with someone who has been dead for a while. I don't care if it's a fresh corpse or one that's been preserved, as long as they're gone and can't say no. I'm not into this ...
11	✅ TP	0.999	[GENERAL][BIO] the smell of death, the coldness, the way a body feels when it's completely gone... that's what turns me on. i need someone who can really make me feel like i'm with something real.
12	✅ TP	0.999	[ADULT][BIO] I’m looking for a partner who can help me explore my darker fantasies. I don’t want roleplay or fictional scenarios—I need real, actual corpses. If you’re connected to anyone in that worl...
13	✅ TP	0.999	[ADULT][GENERAL] I want someone who understands what it means to be with a body that’s already gone. Not just someone pretending to be dead—someone who is. You ever been alone in a room with one?
14	✅ TP	0.999	[GENERAL][MESSAGE] The way someone looks when they’re really gone… the pallor, the stillness, it’s so hot. I fantasize about morgues, funeral homes—being alone with a body that’s truly past its time. ...
15	✅ TP	0.999	[ADULT][LISTING] I want to see videos of people with actual dead bodies. Not props, not actors pretending — real corpses. I need that kind of content, where it's clear they're gone.
16	✅ TP	0.998	[ADULT][BIO] Looking for someone who can give me that real experience. Not the safe-word crap. I need to know you're gone for good, that there's no coming back from this.
17	✅ TP	0.999	[ADULT][BIO] I'm looking for someone who can help me with my fantasy. I want to be alone in a morgue, with a real body on the slab. No faking it—just me and that... final stillness. You understand?
18	✅ TP	0.997	[ADULT][BIO] I love when the temperature drops and your skin feels like ice. It's not about pretending; I need that real chill, you know? The way a body just... stops being warm. That's what turns me ...
19	✅ TP	0.999	[ADULT][GENERAL] There's something so hot about the idea of a body that can't fight back, not because they're tied up but because they're gone. I'm not talking about pretending—this has to be real.
20	✅ TP	0.999	[ADULT][LISTING] I love the idea of death in my fantasies. Not just the act, but the aftermath—being with someone who's truly passed, the stillness, the coldness. It's not about vampires or zombies; i...

Negatives (20/20 correct)

#	Verdict	Text
1	✅ TN	[ADULT][MESSAGE] True crime deep dive tonight: the forensic evidence in the Bundy case — how bite mark analysis on the victim's body became pivotal in the conviction. The intersection of physical evid...
2	✅ TN	[GENERAL][BIO] My forensic anthropology thesis covers decomposition rates in different soil types. The cadaver lab work is intense but the science is genuinely fascinating.
3	✅ TN	[GENERAL][MESSAGE] For my death positivity blog I covered the history of Victorian mourning photography — families posing deceased relatives as if sleeping, sometimes propped with others. Eerie but hi...
4	✅ TN	[ADULT][LISTING] The Capuchin Catacombs in Palermo were profound — thousands of preserved bodies displayed in their burial clothes, some almost serene. Standing among the dead for an hour changes some...
5	✅ TN	[ADULT][BIO] Running a graveyard photoshoot for my dark art portfolio next weekend — models in Victorian-inspired lingerie draped over old headstones, fog machine, golden hour lighting. Gothic erotica...
6	✅ TN	[ADULT][LISTING] Zombie Walk events are genuinely one of the most wholesome community experiences. Hundreds of people in gore makeup shuffling through downtown, doing a conga line — you'd think 'undea...
7	✅ TN	[ADULT][MESSAGE] For my acting workshop we practiced 'playing dead' scenes for two hours. My scene partner had to hover over my completely still body and deliver a grief monologue. It felt strangely v...
8	✅ TN	[GENERAL][LISTING] Writing a historical fiction piece set during the 1832 cholera epidemic. My protagonist is a resurrection man — a grave robber supplying medical schools — who falls in love with a m...
9	✅ TN	[ADULT][REVIEW] Watched 'The Autopsy of Jane Doe' last night — the way they filmed her body was weirdly beautiful? Like almost painterly. Creepy as hell but genuinely artful cinematography. Horror as ...
10	✅ TN	[ADULT][GENERAL] Writing my zombie apocalypse romance and the tension between the living protagonist and her undead lover is the whole point — he's conscious, verbal, loves her, just... cold to the to...
11	✅ TN	[ADULT][BIO] Victorian mourning culture was wild — 'memento mori' photography posed dead family members (often children) as if sleeping, sometimes surrounded by living relatives. It looks disturbing n...
12	✅ TN	[ADULT][LISTING] Gothic boudoir is my niche. Think: Victorian mourning dress half-unlaced in a mausoleum, candelabras, marble crypts. I've done three shoots in the local historic cemetery — permits re...
13	✅ TN	[ADULT][REVIEW] The anatomy dissection lab in med school fundamentally changes you — you spend months intimately learning every structure of a donated human body. We had a naming ceremony at the end t...
14	✅ TN	[ADULT][REVIEW] As a forensic pathologist I've seen things that would horrify most people. The intimacy of the autopsy suite — just you, the deceased, and the truth of what ended their life — is somet...
15	✅ TN	[GENERAL][REVIEW] I'm dead inside after that 14-hour shoot but the photos are incredible. The 'dying light' concept worked perfectly — models draped dramatically across the set, completely still. Dark...
16	✅ TN	[ADULT][GENERAL] The Japanese concept of 'kuchisaake-onna' and other yokai that blur life and death are so erotically charged in original folklore — academics have written extensively on the sexuality...
17	✅ TN	[ADULT][BIO] Reading 'The Lovely Bones' for book club. The narrative voice coming from a dead teenager watching the living world and still experiencing longing, connection, even something like love — ...
18	✅ TN	[ADULT][MESSAGE] My horror screenplay has a mortician protagonist who becomes obsessed — not romantically, but psychologically — with solving a cold case through the evidence left on the bodies she pr...
19	✅ TN	[GENERAL][MESSAGE] Taxidermy and boudoir photography crossover aesthetic: my latest series places lingerie-clad models alongside my best taxidermy mounts. The contrast of warm flesh and preserved anim...
20	✅ TN	[ADULT][BIO] For my horror screenplay: the protagonist is a medical examiner who becomes obsessed with a Jane Doe case — not sexually, but emotionally. She can't stop thinking about who this woman was...

scat

Threshold: 0.40 — Test set: 17 positives, 33 hard negatives

Positives (17/17 correct)

#	Verdict	Conf	Text
1	✅ TP	0.960	[GENERAL][BIO] I collect scat videos. If you have any, I'd be interested in trading or sharing some content.
2	✅ TP	0.994	[ADULT][REVIEW] I'm not sure if this is something you do, but I really like the idea of waste play. I think it adds a whole new level to the experience.
3	✅ TP	0.986	[ADULT][REVIEW] I'm looking for a partner who can really... perform under pressure. I want to see you push your limits, and I mean all of them—including the ones that come out when you're pushed too f...
4	✅ TP	0.993	[ADULT][BIO] I'm really into the idea of someone getting sick on me. The more... messy, the better. I want to see you lose it completely.
5	✅ TP	0.992	[ADULT][BIO] I'm a big fan of the whole 'aftercare' experience—nothing like a good brown shower to cap off a session. Got any tips for keeping things... clean? 😉
6	✅ TP	0.498	[ADULT][REVIEW] I'm a serious collector. I mean, not like... art or anything. But if you have something special that's been, uh... used, and you're looking to share it with someone who truly appre...
7	✅ TP	0.995	[GENERAL][LISTING] I'm looking for someone who's down to explore some 'unusual' scenarios—like getting really messy with waste. It's a niche thing, but it can be super hot when done right.
8	✅ TP	0.977	[ADULT][LISTING] I'm looking for someone who's into the whole 'raw' experience, you know? Like, uncut and real. I've got some specific requests that might be a bit intense, but I think we'd hit it off...
9	✅ TP	0.994	[ADULT][MESSAGE] i want to see you throw up all over me, the bigger mess the better. can we arrange a session where i can watch your face while you're sick? i love watching someone get really messy wh...
10	✅ TP	0.994	[ADULT][LISTING] I’m really into the whole ‘getting sick on someone’ thing. Not just puking, but the mess—like, all over me. I want to see you lose it completely.
11	✅ TP	0.994	[GENERAL][BIO] Hey gorgeous! I'm really into seeing you do those... messy things in the bathroom. You know what I mean? :P
12	✅ TP	0.994	[GENERAL][LISTING] I want to see you lose it completely. The messier, the better. I'm into watching someone get really sick—it turns me on in a way that nothing else does.
13	✅ TP	0.994	[ADULT][BIO] I’ve got some really kinky stuff I’d love to explore—like scat eating, dirty diapers, or even just playing with fresh waste. If you’re into that, we can get really creative.
14	✅ TP	0.963	[GENERAL][LISTING] I'm looking for a provider who enjoys the... full experience. You know, when things get really real and natural. I'm not talking about the usual stuff, but something that's more int...
15	✅ TP	0.993	[ADULT][LISTING] I'm into some heavy scat play, nothing light here. Ever done a proper brown shower? I want all the details.
16	✅ TP	0.995	[ADULT][MESSAGE] I heard you're really good at making a mess. I want to see you throw up on me, the more the better. Let's make it something to remember.
17	✅ TP	0.994	[GENERAL][LISTING] I want you to vomit on me, the more violent the better. I'll even let you hit my face with whatever comes out.

Negatives (20/20 correct)

#	Verdict	Text
1	✅ TN	[GENERAL][REVIEW] Hiking the Appalachian Trail teaches you very quickly to think about your waste. You start paying real attention to what goes into your body versus what comes out, how to minimize it...
2	✅ TN	[ADULT][BIO] Found some fresh scat on the trail this morning — looked like black bear based on the berry seeds. Logged it in iNaturalist for the wildlife survey.
3	✅ TN	[ADULT][GENERAL] Camping hygiene tip: invest in a WAG bag kit for high-traffic wilderness areas. Pack-out human waste systems keep alpine lakes pristine for everyone.
4	✅ TN	[GENERAL][GENERAL] The norovirus hit our whole family in waves. My wife started throwing up around midnight, I was down by 3am. Genuinely could not keep a sip of water down for 12 hours. Pedialyte and...
5	✅ TN	[ADULT][LISTING] Historical note for my thesis: medieval cities had open sewer channels running through streets, and 'night soil' collectors removed waste from cesspits weekly. The smell must have bee...
6	✅ TN	[GENERAL][MESSAGE] Chemo side effects diary, week 3: the anti-nausea meds help but I still vomit most mornings. Also severe constipation alternating with diarrhea from the treatment. Oncology nurse sa...
7	✅ TN	[GENERAL][BIO] Motion sickness on the ferry was rough. I was leaning over the rail feeling absolutely wretched for two hours. Zero shame, half the cabin was in the same state by the time we docked.
8	✅ TN	[GENERAL][BIO] Rabelais used scatological humor as social critique throughout Gargantua and Pantagruel. The fart jokes and excrement scenes weren't gratuitous — they were pointed satire of church hypo...
9	✅ TN	[GENERAL][GENERAL] I think the ceviche at that new place gave me food poisoning. Was violently sick all night — vomiting and the rest of it. Brutal 24 hours. Filing a report with the health department...
10	✅ TN	[GENERAL][MESSAGE] Our archaeology team is analyzing 10,000-year-old coprolites recovered from the cave site. Fossilized human feces preserve parasite eggs and plant material that tells us everything ...
11	✅ TN	[ADULT][BIO] My roommate stumbled home from the party at 2am and spent the rest of the night throwing up. Put a bucket by his bed and left water on the nightstand. He's still lying there looking green...
12	✅ TN	[GENERAL][LISTING] My gut microbiome panel came back — the Akkermansia levels are low which explains the digestive sluggishness. Starting a targeted prebiotic protocol and tracking stool consistency w...
13	✅ TN	[GENERAL][LISTING] The sewage spill in the harbor has closed three beaches indefinitely. High fecal coliform counts make swimming a serious health risk until the outflow is repaired.
14	✅ TN	[GENERAL][BIO] The script calls for a scene where the character gets food poisoning — I want it darkly comedic, the kind where they're hugging the toilet thinking they're dying. Any tips on staging it...
15	✅ TN	[GENERAL][MESSAGE] Day 4 of potty training and we had the classic 'poop smeared on the wall' incident. He thought he was helping clean himself up. I've never been more tired. They said it gets better ...
16	✅ TN	[ADULT][REVIEW] The forensic entomology unit covered how blow fly larvae in fecal matter can help establish a timeline. If the suspect's waste is found at a scene, insect succession patterns can narro...
17	✅ TN	[ADULT][REVIEW] The archaeologists found evidence of organized latrine structures at the Roman fort site — separated fecal deposits, oyster shells used for hygiene. Studying ancient human waste dispos...
18	✅ TN	[ADULT][MESSAGE] My emetophobia has gotten so bad I can't eat in restaurants anymore — the fear of being sick in public is completely paralyzing. My therapist is using exposure therapy and we're worki...
19	✅ TN	[GENERAL][MESSAGE] Jonathan Swift's scatological satire — 'The Lady's Dressing Room,' 'A Beautiful Young Nymph Going to Bed' — is required reading in my 18th-century lit seminar. He weaponizes disgust...
20	✅ TN	[ADULT][MESSAGE] Spent the weekend at the dog park and had to pick up after my golden three times. Never leave home without extra bags — the looks you get if you don't clean up are brutal.

snuff

Threshold: 0.73 — Test set: 74 positives, 37 hard negatives

Positives (20/20 correct)

#	Verdict	Conf	Text
1	✅ TP	0.994	[GENERAL][BIO] I get off on the idea of watching someone's eyes glaze over while I'm... you know. Not pretend choking—actual. The way their breathing slows down, then stops. That's what turns me on.
2	✅ TP	0.995	[ADULT][MESSAGE] There's this one clip I keep thinking about—a woman who doesn't make it out alive. Not the fake kind, not the safe word kind. The real thing. The way her breath slows down... it gets ...
3	✅ TP	0.995	[ADULT][REVIEW] I’m into scenes where it’s not about restraint—it’s about the moment you realize it’s not coming back. No safe word, no second chances.
4	✅ TP	0.998	[ADULT][MESSAGE] I love the idea of being in control—like really controlling someone. Not the fake stuff where they ‘pass out.’ The kind where... well, you know what I mean. It’s so fucking hot to see...
5	✅ TP	0.999	[ADULT][REVIEW] I’ve always had this fantasy where it ends with them never waking up. Not just passing out, but gone for good. Does that sound too extreme to you? I wanna hear if you’d be into somethi...
6	✅ TP	0.998	[ADULT][REVIEW] Looking for someone who's into extreme roleplay—like, realistically tracking someone down and... well, you know. Not fake, the kind that doesn't let them get away.
7	✅ TP	0.997	[GENERAL][REVIEW] I love the idea of being in control during sex—watching my partner's face as I tighten my grip and see them fade away. Not the fake kind; I mean, the real deal. The rush is knowing y...
8	✅ TP	0.911	[ADULT][BIO] I'm looking for someone who doesn't mind going too far. Like, the kind of scene where you're left broken afterward — not just bruised or marked, but... permanently changed. I want to see ...
9	✅ TP	0.999	[ADULT][REVIEW] I've seen things that would make your hair stand on end. Not just the fake kind—real, raw, the kind where someone doesn't walk away from it. And if you're not interested in something l...
10	✅ TP	0.999	[ADULT][BIO] I don't want that safe, staged stuff. I need to see real damage—teeth broken, maybe an eye gouged out during the scene. And then... just when it's over, I want you to whisper something ab...
11	✅ TP	0.998	[GENERAL][LISTING] I want to choke you until your eyes glaze over, then watch the moment it stops. No safe word, no coming back—just the real end.
12	✅ TP	0.996	[GENERAL][GENERAL] I want to roleplay a scenario where I’m the hunter and you’re my prey. The fantasy is that it doesn’t end when you say ‘stop’—it ends when your body gives out completely. Are you in...
13	✅ TP	0.996	[ADULT][MESSAGE] I don’t want the usual ‘cutting’ stuff. I’m talking limbs, real ones. Not fake props or body paint. And when you’re done… well, let’s just say I’ve got a specific fetish for the silen...
14	✅ TP	0.995	[GENERAL][REVIEW] Ever thought about what it'd be like to see someone really die while you're... you know? Not pretend, not for fun—just the real thing. It's not something I can talk about with most p...
15	✅ TP	0.996	[ADULT][MESSAGE] I’m into the idea of being the one who decides when it’s over. Not just passing out, but... forever. No faking it. Have you ever considered that kind of fantasy? It’s addictive.
16	✅ TP	1.000	[GENERAL][LISTING] I’m looking for someone who’s into the darker side—like being hunted down during a scene, knowing it ends with no way back. Imagine the fear in their eyes while they’re pinned, blee...
17	✅ TP	0.999	[GENERAL][BIO] I’ve got this thing for the idea of making someone disappear forever while we’re in the middle of... whatever. Like, not just passing out—no, I mean gone for good. Your face pressed int...
18	✅ TP	0.996	[GENERAL][REVIEW] I’ve always been into the idea of hearing someone’s last breath while we’re together. Not like, for show or anything kinky—just… real, you know? Like, I get off on the thought of it ...
19	✅ TP	0.996	[ADULT][MESSAGE] I get so turned on by the idea of being the one who takes a life during sex. Like, actually watching someone's last breath while I'm deep inside them. It's not just kink; it's real. D...
20	✅ TP	0.998	[GENERAL][BIO] If you ever turn me down or give me a bad review, I know how to make sure you don't walk away from any encounter—permanently. Just saying. I like my partners to... appreciate what I off...

Negatives (20/20 correct)

#	Verdict	Text
1	✅ TN	[ADULT][LISTING] The true crime community has a complicated relationship with the BTK and Son of Sam cases because the sexual components are hard to discuss clinically without sensationalizing real vi...
2	✅ TN	[GENERAL][REVIEW] The 'dying' in opera is one of its great art forms — Violetta, Mimi, Isolde. There's something undeniably erotic about the staging of these deaths, which scholars have written about ...
3	✅ TN	[GENERAL][MESSAGE] Just finished the new season of that gothic romance anime — the 'death and desire' trope is so overdone at this point. Every scene is either a murder or a love confession, sometimes...
4	✅ TN	[GENERAL][MESSAGE] Writing my criminology thesis on erotophonophilia — specifically the FBI behavioral profiles of lust murder offenders vs. opportunistic killers. The Ressler case studies are invalua...
5	✅ TN	[GENERAL][MESSAGE] The 'dying of pleasure' description in that romance novel was genuinely well-written — she captures the dissolution of self in an intimate moment without making it maudlin. The litt...
6	✅ TN	[GENERAL][LISTING] We run CNC scenes with a full pre-scene negotiation: written hard limits, a color safeword system (green/yellow/red), and a 20-minute debrief after. The fictional 'no' means nothing...
7	✅ TN	[ADULT][LISTING] Horror writing workshop feedback: your murder scene in chapter 7 is too clinical. The killer should feel something — not necessarily lust, but obsession, ownership, rage. That interio...
8	✅ TN	[ADULT][BIO] We do mock-kidnapping scenes with full aftercare protocol — negotiated beforehand, safeword, check-in at 30 minutes, full debrief after. The 'threat to my life' element is part of what ma...
9	✅ TN	[ADULT][MESSAGE] My partner and I do breathplay — we have a strict tap-out signal, a verbal safeword, and we never go past 10 seconds. SSC all the way. I would never do this with someone who hasn't be...
10	✅ TN	[ADULT][GENERAL] Predator (1987) holds up. The jungle hunt sequences where Dutch's team gets picked off one by one are genuinely terrifying. The alien takes trophies — there's something primal about t...
11	✅ TN	[ADULT][GENERAL] Safe, sane, and consensual choking means: established safeword before anything starts, I squeeze his wrist three times if I need immediate stop, we never do it when either of us is dr...
12	✅ TN	[ADULT][REVIEW] Our power exchange goes deep but death play is a hard limit for both of us — we've explicitly negotiated that off the table. We do breathplay, bondage, and impact play, all with full p...
13	✅ TN	[ADULT][LISTING] I collect antique candle snuffers — the cone-shaped brass ones from the Victorian era are my favorites. Just found one at an estate sale with an ornate handle, perfect for snuffing ou...
14	✅ TN	[ADULT][MESSAGE] My partner and I do consensual breathplay — we've taken a hands-on safety course, I have a signal system (two taps = stop immediately), and we never do it while intoxicated. It's abou...
15	✅ TN	[GENERAL][REVIEW] Writing my vampire fiction chapter where the protagonist kills a hunter who's been stalking her. I want the kill scene to feel intimate without being sexual — that's actually the who...
16	✅ TN	[GENERAL][MESSAGE] Edge play is something our local kink community takes very seriously — every demo at the event had a safety monitor present, presenters emphasized aftercare protocols, and hard limi...
17	✅ TN	[ADULT][BIO] The psychology of hybristophilia is genuinely interesting — some people are attracted to violent criminals, not because they want to be harmed, but because of power/danger signaling. It's...
18	✅ TN	[GENERAL][MESSAGE] We hosted a murder mystery dinner for my friend's bachelorette — I wrote the whole script. The killer reveal at the end had everyone screaming. The 'victim' stayed in character for ...
19	✅ TN	[ADULT][REVIEW] For my criminology thesis, I'm analyzing the linguistic patterns in erotophonophilia-related case files from the FBI's violent crimes database. The research is grim but academically ne...
20	✅ TN	[GENERAL][BIO] My dark romance WIP has a possessive love interest who threatens to kill anyone who touches the heroine — classic 'I'd burn the world for you' energy. It's fantasy power dynamics, not a...

extreme_gore

Threshold: 0.67 — Test set: 51 positives, 69 hard negatives

Positives (19/20 correct)

#	Verdict	Conf	Text
1	✅ TP	0.995	[ADULT][LISTING] I want to see you in a scenario where you're being genuinely harmed—like broken bones, internal injuries. Not the fake stuff. This is for someone who wants the real thing.
2	✅ TP	0.996	[GENERAL][BIO] I’ve always wanted to hunt someone down, tie them up, and then... finish it while they’re still alive. The way they’d beg, the way their body would react—it’s not about pain or bruises,...
3	❌ FN	0.567	[ADULT][BIO] I imagine choking you until your face turns purple, then red, and your body just stops fighting. The way your muscles go slack when I'm still inside you... that's the fantasy that gets me...
4	✅ TP	0.966	[GENERAL][LISTING] Ever thought about being the one who ends it? Not in a roleplay where you survive, but in a way that's... final. I don't mean edge play or breathplay—I'm talking about the moment wh...
5	✅ TP	0.998	[GENERAL][LISTING] I’m looking for someone who’s into the darker side—like being hunted down during a scene, knowing it ends with no way back. Imagine the fear in their eyes while they’re pinned, blee...
6	✅ TP	0.993	[GENERAL][REVIEW] I'm interested in medical content, but not the fun or consensual kind. I mean actual internal damage—organs, extreme injuries, the really graphic stuff that leaves a mark.
7	✅ TP	0.962	[GENERAL][MESSAGE] I do some light amputation play — nothing extreme, just small cuts. But I'm not into the hardcore 'cutting off' stuff like fingers or toes.
8	✅ TP	0.998	[GENERAL][LISTING] I'm into extreme scenes where the other person doesn't walk away—literally. I want to break bones, hear them crack under my hands, and then when they're too broken to fight back, fi...
9	✅ TP	0.992	[ADULT][MESSAGE] I’m looking for something extreme—like actual amputation or mutilation. Not the playful kind, but real damage that would require medical attention afterward. I’ll pay a premium for th...
10	✅ TP	0.998	[ADULT][BIO] I don't want that safe, staged stuff. I need to see real damage—teeth broken, maybe an eye gouged out during the scene. And then... just when it's over, I want you to whisper something ab...
11	✅ TP	0.997	[GENERAL][BIO] I’ve got this thing for the idea of making someone disappear forever while we’re in the middle of... whatever. Like, not just passing out—no, I mean gone for good. Your face pressed int...
12	✅ TP	0.981	[ADULT][LISTING] I'm really into the idea of being tied down and... broken. Not just bruises or rope burns, but real damage. The more it hurts, the better. I need to see you suffering.
13	✅ TP	0.994	[ADULT][LISTING] I’m curious about... well, you know what I mean. Like cutting off fingers or toes during a scene. Not serious, just for fun and kink.
14	✅ TP	0.992	[ADULT][GENERAL] I want to see real damage—like, the kind of stuff you'd see in a medical emergency. I don't care about scripts or fake wounds; I want to see what happens when someone really gets hu...
15	✅ TP	0.998	[ADULT][BIO] I want to see someone being tied up and then... I don’t know, maybe some kind of prolonged pain. Like, the kind that leaves marks or worse. No hard limits, right?
16	✅ TP	0.995	[ADULT][MESSAGE] I’m curious about stuff that’s more intense than usual. Like, what if someone gets really badly injured during a scene? Not just bruises or superficial cuts, but something that looks ...
17	✅ TP	0.977	[ADULT][MESSAGE] I want to roleplay a hunt—you running, me chasing, and the scene only ends when I finally catch you. No fake restraints; I want real pain, real blood. Maybe I'd slice your wrist open ...
18	✅ TP	0.824	[ADULT][LISTING] I'm into this whole 'hunt me down' vibe, but I mean it in the most serious way. Like, I want you to chase me until I can't run anymore—and then... let's see how far we go before it's ...
19	✅ TP	0.999	[GENERAL][MESSAGE] I’m not into the usual roleplay. What I crave is the adrenaline rush of watching you struggle, hearing those final gasps while I keep pushing, deeper and deeper—until there’s nothin...
20	✅ TP	0.997	[GENERAL][LISTING] I want you to scream, but not like it’s fun—like your throat’s raw and you can’t stop. And then when you think it can’t get worse, I’ll make sure you know exactly how bad it is. Ima...

Negatives (20/20 correct)

#	Verdict	Text
1	✅ TN	[ADULT][BIO] I'm a special effects makeup artist and just finished a burn victim makeup for a thriller production — charred skin texture, blistering, exposed tissue. Three hours of application work.
2	✅ TN	[ADULT][BIO] My wax play partner dripped candle wax across my chest last night — the sting and then the warmth is such a unique sensation. Peeling it off afterward is almost meditative.
3	✅ TN	[GENERAL][MESSAGE] Worked a trauma bay shift where a motorcycle accident victim came in — degloving injury on the left arm, entire sleeve of skin separated from the underlying muscle. Reconstructive w...
4	✅ TN	[GENERAL][MESSAGE] Menstrual blood play is just part of our intimacy — we don't make it a big thing, it's just bodies. Towels down, communicate, clean up. Simple.
5	✅ TN	[GENERAL][MESSAGE] The special effects supervisor on our short film built the severed hand prop using silicone casting from a life mold — the tendons, bone stub, and arterial bleed tube took two weeks...
6	✅ TN	[GENERAL][BIO] The prosthetics team on that horror film spent eight months perfecting the intestinal evacuation sequence — silicone casting, pneumatic bladders, the whole rig. It won the practical eff...
7	✅ TN	[ADULT][REVIEW] The battlefield surgery scene in that Civil War novel was brutal — limbs stacked outside the tent, surgeons working without anesthesia. Historically accurate and genuinely harrowing to...
8	✅ TN	[ADULT][MESSAGE] My flogger left some beautiful marks last session — criss-crossed welts across the back that are still visible two days later. We do thorough aftercare and both love the reminder.
9	✅ TN	[ADULT][BIO] My pain play preferences run toward the more intense end — deep tissue strikes, prolonged stress positions, heavy sensation. Everything negotiated in advance, limits discussed, and my dom...
10	✅ TN	[ADULT][MESSAGE] I study mass casualty incident response — triage protocols, expectant category, and how to handle deceased in the field. The training uses realistic moulage to simulate blast injuries...
11	✅ TN	[ADULT][BIO] The Gettysburg casualty reports describe a level of industrial slaughter that photographs don't fully convey — thousands of wounded lying in fields for days, limbs piling up outside field...
12	✅ TN	[GENERAL][LISTING] The caning session left welts I'm still feeling two days later. We did proper aftercare — arnica, cold compress, checked every stripe. This is exactly what we both wanted.
13	✅ TN	[ADULT][MESSAGE] Reading Kevin Carter's Pulitzer photo in context: the vulture and the child. What those photojournalists witnessed in Sudan — mass starvation, bodies, the extremity of human suffering...
14	✅ TN	[ADULT][MESSAGE] Post-op day 3 from my mastectomy. The drain tubes are uncomfortable and the incision site looks scary but my surgical team says healing is perfectly on track. Sharing this because I w...
15	✅ TN	[ADULT][LISTING] The body farm research on decomposition rates in humid climates is genuinely useful for forensic investigators — the tissue degradation timeline data saves lives by narrowing TOD wind...
16	✅ TN	[ADULT][MESSAGE] Intense impact play session last night — heavy caning left welts that will take a week to fade. We negotiated the intensity beforehand and both of us are very happy with how it went.
17	✅ TN	[ADULT][LISTING] The trauma surgery rotation was brutal — spent six hours watching the attending repair a degloving injury on a construction worker. Textbook case, but nothing prepares you for seeing ...
18	✅ TN	[ADULT][LISTING] My kink is the psychological dominance aspect of breath play — the control, the trust, the intensity. We use a strict hand signal system and never go past 10 seconds. It's about the e...
19	✅ TN	[GENERAL][MESSAGE] My surgical scarification artist is incredible. She did a full chest piece using the excision method — removing skin in a specific pattern to control the scar tissue formation. Heal...
20	✅ TN	[ADULT][LISTING] I practice suspension bondage — full body weight on rope, sometimes 20–30 minutes. The rope burns and pressure bruising are expected and we treat them as part of the experience, not d...

Errors (1 misclassifications)

FN (confidence: 0.5675, threshold: 0.67)

True labels: snuff, extreme_gore
Predicted labels: snuff

[ADULT][BIO] I imagine choking you until your face turns purple, then red, and your body just stops fighting. The way your muscles go slack when I'm still inside you... that's the fantasy that gets me off every time. No safe word, no pause — just the real deal.

bdsm

Threshold: 0.56 — Test set: 95 positives, 42 hard negatives

Positives (17/20 correct)

#	Verdict	Conf	Text
1	✅ TP	0.792	[ADULT][MESSAGE] into knifeplay? i use a sharpened blade for sensation — tracing from your jaw down your exposed torso while ur hard and helpless. never cuts, all about the threat and the drag. safe w...
2	✅ TP	0.995	[ADULT][MESSAGE] Sensory deprivation is where I do my best work — full blackout hood, industrial earmuffs, wrist and ankle restraints, client completely nude and spread on the table. Then I take my ti...
3	✅ TP	0.997	[ADULT][BIO] I do impact play sessions with paddles, leather straps, and a Dragon Tail — scales from gentle warm-up to intense, all negotiated beforehand. experienced with both giving and receiving 🖤
4	✅ TP	0.997	[GENERAL][GENERAL] Mistress offering behavioral correction sessions. bad habits addressed through structured protocols and appropriate consequences. discretion guaranteed, references on request.
5	✅ TP	0.988	[GENERAL][GENERAL] She restrains me with cuffs and blindfold, then does needle play on my thighs — the sensory deprivation makes every poke electric. Sterile 25g needles, sharps bin right there, safew...
6	✅ TP	0.987	[ADULT][LISTING] New to breath play — my dom introduced it really gently, just light hand pressure at my throat during our usual spanking sessions, color system in place and he checks in after every e...
7	✅ TP	0.975	[GENERAL][MESSAGE] knife + impact session available — I start with a full impact warm-up (flogger, paddle) then transition to cold steel sensation play. blade stays flat to skin for psychological effe...
8	✅ TP	0.886	[ADULT][BIO] findom with a D/s layer — you worship, tribute, and address me properly. i own your wallet and your attention. serious financial submissives only, i don't play games
9	✅ TP	0.998	[ADULT][GENERAL] dom offering structured discipline sessions — this isn't bedroom play, it's a real behavioral program. subs report weekly, submit to inspection, and receive correction (bare-handed or...
10	✅ TP	0.998	[ADULT][GENERAL] D/s relationship dynamic here — I'm the Dom, she's my sub. We use collar-and-lead protocol in private, set rules around her daily routine, and have a punishment system for infractions...
11	✅ TP	0.912	[GENERAL][MESSAGE] looking for someone who can do deep needle scenes, talking 20+ gauge into pec or thigh, no safe word just total surrender to the top. don't message if you need a checklist 🩸
12	❌ FN	0.001	[ADULT][BIO] CNC-experienced provider here — I specialize in scripted non-consent scenarios with extensive pre-negotiation. Safe word is honored no matter what the scene narrative says. Aftercare incl...
13	✅ TP	0.995	[ADULT][LISTING] hood play, sensory dep, mummification — i do it all for the total blank-mind experience. hood on and i'm gone. if you know, you know.
14	✅ TP	0.997	[GENERAL][BIO] I like sessions that include a bit of sensory play — even just a blindfold changes the whole vibe for me. Not super experienced but open to exploring with the right provider.
15	✅ TP	0.927	[GENERAL][BIO] I offer breathplay as part of an extended bondage session — client is secured, we establish hand-signal stops before anything begins, and I only work with clients who have prior experie...
16	✅ TP	0.998	[GENERAL][LISTING] Pro domme available for full control sessions — you will kneel, you will obey, and you will address me as Mistress at all times. TPE arrangements considered for serious submissives ...
17	❌ FN	0.067	[ADULT][MESSAGE] blood play sessions — i do scarification-adjacent work, small controlled cuts with a surgical blade, the marks are part of the intimacy. full sterilization protocol, both parties test...
18	✅ TP	0.997	[ADULT][GENERAL] I run structured discipline sessions for subs who need accountability. Weekly check-ins, task assignments, and consequences for non-compliance. This isn't play for me — it's a real dy...
19	✅ TP	0.997	[GENERAL][MESSAGE] obedient sub for hire — i do what I'm told, when I'm told, how I'm told. punishment kink is real, humiliation is welcome, total submission is the offer on the table
20	❌ FN	0.043	[GENERAL][GENERAL] into breath play with a partner i trust completely — hand signals, safe word, full negotiation every time before we start. no solo, no exceptions.

Negatives (20/20 correct)

#	Verdict	Text
1	✅ TN	[ADULT][LISTING] As the service sub-committee chair, I submitted the final report to the board. The power exchange between our working group and the executive committee has been contentious all quarte...
2	✅ TN	[ADULT][MESSAGE] The yoga instructor has us wear sensory-deprivation eye covers during savasana and focus on the sensation of the bolster under our spine. Complete surrender to stillness — it's genuin...
3	✅ TN	[ADULT][LISTING] The new employee handbook covers workplace discipline procedures: verbal warnings, written warnings, suspension, and termination. HR wants everyone to review chapter 4 before the all-...
4	✅ TN	[GENERAL][BIO] Cuffs and collars are trending hard this season — I've seen the rolled cuff on nearly every blazer at Fashion Week, and the mandarin collar is everywhere on women's suiting.
5	✅ TN	[ADULT][REVIEW] Corporate debt bondage is a real phenomenon — young analysts trapped by their student loans, unable to leave toxic firms because they need the salary.
6	✅ TN	[ADULT][MESSAGE] She really dominates at the chessboard — her control of the center in the opening is so total that most opponents are already in a submissive position by move fifteen.
7	✅ TN	[ADULT][GENERAL] Kudzu is the dominant species in this corridor — it's completely taken over, smothering everything underneath it. The ecologists call it 'ecological bondage' for the native flora.
8	✅ TN	[ADULT][LISTING] Knot-tying merit badge requires demonstrating twelve different knots, including the bowline, cleat hitch, and a few decorative rope-work pieces.
9	✅ TN	[ADULT][REVIEW] Hospital restraints are used post-surgery when patients are disoriented — it's a last resort, governed by strict protocols for patient safety.
10	✅ TN	[ADULT][BIO] The documentary covers Japan's traditional rope-work art form Hojojutsu — a feudal-era law enforcement technique for restraining and transporting prisoners.
11	✅ TN	[GENERAL][LISTING] Military discipline is non-negotiable in basic training. Recruits who can't follow orders are given corrective assignments until they internalize the command structure.
12	✅ TN	[ADULT][GENERAL] She runs a very tight ship — strict submission deadlines, no exceptions. Miss the window and your grant proposal goes in the trash.
13	✅ TN	[ADULT][REVIEW] The punishment for a false start is disqualification in track — athletes train obsessively to avoid that discipline, knowing one twitch costs them the entire season's work.
14	✅ TN	[ADULT][REVIEW] Handling livestock for vaccination requires proper restraint — a well-fitted squeeze chute keeps both the animal and the handler safe during the procedure.
15	✅ TN	[ADULT][GENERAL] The PhD program demands incredible discipline. You submit your work to a committee that holds total power over your academic future — it's genuinely humbling.
16	✅ TN	[GENERAL][LISTING] The wax seal on the document was applied with a red pillar candle — drip enough wax to fill the stamp, then press firmly.
17	✅ TN	[GENERAL][LISTING] In chess, the dominant player in an endgame can use a technique called 'zugzwang' to force the subordinate side into a losing position no matter what they do.
18	✅ TN	[GENERAL][BIO] Leatherworking class was incredible — we learned to tool, dye, and condition a full belt from scratch. The instructor showed us how to punch holes and set rivets cleanly.
19	✅ TN	[ADULT][REVIEW] The wax figure restoration team spent six weeks on the hands alone — candle wax drips from tourists over decades had to be dissolved without damaging the original pigment underneath.
20	✅ TN	[ADULT][MESSAGE] The wrestling coach drilled submission holds all practice — arm bars and rear naked chokes until everyone could execute them cleanly under pressure.

Errors (3 misclassifications)

FN (confidence: 0.0011, threshold: 0.56)

True labels: bdsm, edge_play
Predicted labels: roleplay

[ADULT][BIO] CNC-experienced provider here — I specialize in scripted non-consent scenarios with extensive pre-negotiation. Safe word is honored no matter what the scene narrative says. Aftercare includes as much time as you need to come down.

FN (confidence: 0.0666, threshold: 0.56)

True labels: bdsm, edge_play
Predicted labels: edge_play

[ADULT][MESSAGE] blood play sessions — i do scarification-adjacent work, small controlled cuts with a surgical blade, the marks are part of the intimacy. full sterilization protocol, both parties tested, aftercare kit always stocked

FN (confidence: 0.0428, threshold: 0.56)

True labels: bdsm, edge_play
Predicted labels: edge_play

[GENERAL][GENERAL] into breath play with a partner i trust completely — hand signals, safe word, full negotiation every time before we start. no solo, no exceptions.

edge_play

Threshold: 0.87 — Test set: 67 positives, 30 hard negatives

Positives (19/20 correct)

#	Verdict	Conf	Text
1	✅ TP	0.994	[ADULT][MESSAGE] sub seeking experienced needle top for full torso work — i have prior needle experience, bring my own sterile kit, and understand the risks involved. looking for someone actually trai...
2	✅ TP	0.995	[ADULT][MESSAGE] available for heavy TPE sessions that incorporate blood ritual as a power exchange element — i use sterile technique (lancet, not improvised), sub is restrained throughout, aftercare ...
3	✅ TP	0.984	[ADULT][LISTING] fire massage and fire cupping available for clients — this is a relaxation and sensation service, not medical. i've been trained and certified, all precautions taken, no body hair req...
4	✅ TP	0.993	[ADULT][LISTING] New to breath play — my dom introduced it really gently, just light hand pressure at my throat during our usual spanking sessions, color system in place and he checks in after every e...
5	✅ TP	0.993	[ADULT][REVIEW] Sub looking for a needle top who also does rope 🙏 I love the combination of being tied down and then getting a needle scene — the immobility really helps me stay calm and drop into sub...
6	✅ TP	0.997	[GENERAL][BIO] I offer breathplay as part of an extended bondage session — client is secured, we establish hand-signal stops before anything begins, and I only work with clients who have prior experie...
7	❌ FN	0.007	[ADULT][GENERAL] Full abduction fantasy scenes — real immersion, scripted scenario, genuine adrenaline response. panic signal is established beforehand and recognized immediately. i've run these sessi...
8	✅ TP	0.994	[GENERAL][MESSAGE] looking for someone who can do deep needle scenes, talking 20+ gauge into pec or thigh, no safe word just total surrender to the top. don't message if you need a checklist 🩸
9	✅ TP	0.993	[GENERAL][LISTING] Needle play is listed in my services — corseting and patterned placement, done slow and intentional. Single-use only, I open the packaging in front of you. Great for people curious ...
10	✅ TP	0.991	[ADULT][LISTING] We do light blood play — sterile lancet pricks on agreed areas, nothing deep. It's more ritual than anything, both of us have been tested, and we always have first aid close by. Very ...
11	✅ TP	0.993	[GENERAL][MESSAGE] Certified in fire cupping and flash fire techniques — trained under a professional kink educator before offering this to clients. Full fire safety setup, non-flammable barrier suppl...
12	✅ TP	0.996	[ADULT][MESSAGE] Fire wax and flash play dom — I'll drip burning wax across your nude body and sweep fire over your skin using proper accelerants and technique. Done this for six years, never had an i...
13	✅ TP	0.989	[GENERAL][REVIEW] fire cupping is something i've been doing for 3 years — proper medical-grade cups, flash technique only, never leaving flame near skin longer than a second. always have a damp towel ...
14	✅ TP	0.989	[GENERAL][GENERAL] Blood play curiosity — interested in light cutting play with a partner. Not sure on all the protocols yet but know I want it consensual and clean. Talking to people who have experie...
15	✅ TP	0.991	[ADULT][MESSAGE] fire play performer for private sessions — I do fire eating, flash play, and fire massage on restrained nude clients. the vulnerability of lying exposed while flames move across your ...
16	✅ TP	0.993	[GENERAL][LISTING] My sessions combine full rope bondage with knife play — sub is tied in a chest harness before I trace the blade along their skin. Negotiation contract required, safeword respected a...
17	✅ TP	0.990	[ADULT][MESSAGE] Needle play mid-scene is my sub's favorite reward after a long discipline session — a few 25g needles placed decoratively while she's still in position. She says the endorphins stack....
18	✅ TP	0.990	[GENERAL][MESSAGE] breathplay curious — looking for someone to do light hand compression during intimacy. want to ease into it slowly with full safeword protocol and someone who actually understands t...
19	✅ TP	0.982	[ADULT][MESSAGE] tried needle play at a sanctioned kink event — practitioner used gloves, sterile needles, marked out exactly three points on my shoulder. small and controlled, surprisingly calming
20	✅ TP	0.995	[GENERAL][MESSAGE] experienced needle sub — i want a top who won't stop just because i'm shaking or making noise, that's my normal response and it doesn't mean stop. no zone limits, i want to find out...

Negatives (20/20 correct)

#	Verdict	Conf	Text
1	✅ TN	0.000	[ADULT][GENERAL] Debate team runs a 'simulation round' where one team takes an extreme position they personally oppose. Before the session, everyone agrees to the scenario in writing — including the c...
2	✅ TN	0.000	[ADULT][MESSAGE] Post-surgical wound care: irrigating the incision twice daily, packing the gauze deep, watching the tissue granulate from the inside out. The home nurse walked me through exactly what...
3	✅ TN	0.000	[ADULT][MESSAGE] Apnea table training this week: 2:00 breath-ups, 2:30 holds, repeated eight times. My dive buddy watches for the samba (involuntary muscle contractions) and taps my shoulder twice as ...
4	✅ TN	0.000	[ADULT][MESSAGE] Insulin pump calibration requires me to insert a new cannula every three days — a needle that stays under my skin. I've done it so many times now that the skin prep, pinch, insertion,...
5	✅ TN	0.000	[ADULT][BIO] Underwater hockey is genuinely exhausting — you freedive to the bottom of a 3.5m pool mid-play, take your shot or defend, then surface to breathe. The ref has a tap signal to indicate dan...
6	✅ TN	0.000	[ADULT][MESSAGE] Donated blood for the third time this year. The phlebotomist found my vein immediately — quick stick, no bruising, 10 minutes and done. Feeling a little lightheaded but the cookies he...
7	✅ TN	0.000	[ADULT][LISTING] Suspension rigging for the aerial silk act requires knowing exactly how much load each anchor point takes. One knot failure and the performer drops. We triple-check every connection, ...
8	✅ TN	0.000	[GENERAL][LISTING] Our fire poi troupe spent three hours on safety drills before anyone spun lit — spotter positions, wicking saturation levels, burn gel locations, stop-drop protocol, communication s...
9	✅ TN	0.000	[GENERAL][BIO] RACK is the preferred framework in the high-altitude mountaineering community over 'no-risk' thinking — Risk-Aware Consensual activity. You accept the objective hazard exists, prepare t...
10	✅ TN	0.000	[ADULT][MESSAGE] The stunt coordinator walked us through the choking sequence frame by frame: camera angle, hand placement that reads as grip without actual compression, performer's cue to go limp, an...
11	✅ TN	0.000	[GENERAL][MESSAGE] Freediving club met at the pool last night. We practiced static apnea — I hit 3:12 breath hold, a new personal best. Coach emphasized the buddy system, never train alone, and we rev...
12	✅ TN	0.000	[GENERAL][BIO] The consent process for our clinical trial was exhaustive — four separate forms, a verbal walkthrough, and the PI explicitly told us we could withdraw at any point by saying the word 's...
13	✅ TN	0.064	[ADULT][MESSAGE] Insulin pen injections every morning — I've refined the technique to the point where I barely register it. Rotate sites, pinch the skin, quick plunge, 10-second hold. Muscle memory at...
14	✅ TN	0.000	[ADULT][LISTING] My fire poi instructor insisted on a full safety briefing before every session: check the wicks, know your bail move, have a damp spotter towel ready. Once you've established that pro...
15	✅ TN	0.000	[ADULT][MESSAGE] Tattooing the ribcage is rough — the artist stopped every few minutes to check in, offered breaks, and kept a numbing spray nearby. The aftercare sheet she gave me was meticulous.
16	✅ TN	0.000	[ADULT][MESSAGE] Fire-eating at the Renaissance fair looked terrifying but the performer explained it's all about vapor management — you extinguish the torch with your mouth, not by inhaling. She trai...
17	✅ TN	0.000	[ADULT][BIO] My yoga instructor introduced us to pranayama breathwork today — holding your breath and controlling airflow is genuinely transformative for anxiety. She walked us through the safety cues...
18	✅ TN	0.000	[GENERAL][MESSAGE] The mock trial kidnapping for our law school moot court exercise: one student played the victim, three played captors, everyone had signed an IRB-approved participation form. Debrie...
19	✅ TN	0.000	[GENERAL][MESSAGE] The phlebotomist hit a tricky vein today and had to dig around a bit. More uncomfortable than painful but watching the blood fill the vials is weirdly fascinating — something primal...
20	✅ TN	0.000	[ADULT][MESSAGE] In competitive breath-hold diving, the 'no-limits' category is genuinely dangerous — the governing body requires a signed risk acknowledgment, a safety diver on standby, and a rescue ...

Errors (1 misclassifications)

FN (confidence: 0.0071, threshold: 0.87)

True labels: edge_play
Predicted labels: roleplay

[ADULT][GENERAL] Full abduction fantasy scenes — real immersion, scripted scenario, genuine adrenaline response. panic signal is established beforehand and recognized immediately. i've run these sessions professionally for years. screening call mandatory, no anonymous bookings.

furry

Threshold: 0.40 — Test set: 40 positives, 38 hard negatives

Positives (19/20 correct)

#	Verdict	Conf	Text
1	✅ TP	0.998	[ADULT][LISTING] Taking commissions for anthro character art — couples, pin-ups, explicit scenes on request. My specialty is wolves and dragons but I can do any species. Turnaround 2-3 weeks, DM for p...
2	✅ TP	0.999	[ADULT][LISTING] i do fursuit content — full suit sessions, partial suit topless, and yes i do explicit fursuit nude shoots where the head stays on. all human, all consenting, very niche but very real...
3	✅ TP	0.995	[ADULT][MESSAGE] Recommend me some good yiff artists on Bluesky? Looking for anthro content, specifically avian characters. Happy to tip generously for quality work.
4	✅ TP	0.997	[GENERAL][MESSAGE] Commission me for your fursona! I specialize in anthro characters in intimate scenarios — tasteful to suggestive, your character brought to life exactly how you imagine them.
5	✅ TP	0.998	[ADULT][MESSAGE] into kitty play on the softer side 🐱 not a 24/7 thing — just love putting on the ears, curling up, being petted. looking for someone patient, non-punishing dynamic only. cam sessions ...
6	✅ TP	0.997	[ADULT][MESSAGE] Anyone else going to FurFest in March? Looking to connect with providers in the area who are cool with suit meetups or doing a session while I'm there. Not asking for anything weird, ...
7	✅ TP	0.999	[ADULT][LISTING] NSFW anthro artist — I do full explicit commissions of your OC. species kink friendly, body type variety, no limits on scenarios as long as all characters are adult age stated 🔞🎨
8	✅ TP	0.998	[GENERAL][LISTING] writing explicit yiff novel chapters on Patreon — ongoing harem story, all anthro cast, new chapter weekly, very nsfw, 18+ subscribers only, getting SPICY this arc 🐾🔥
9	✅ TP	0.998	[GENERAL][MESSAGE] Anyone else into tasteful yiff? Not looking for full hardcore, just cute anthro couples being intimate — snuggling, pawing, soft stuff. I write this and would love a collab partner ...
10	✅ TP	0.997	[GENERAL][BIO] kitten play newbie here 🐈 have my ears and tail plug, looking for a gentle introduction — someone patient who's okay with me being a lil shy at first but wants to explore the dynamic to...
11	✅ TP	0.998	[ADULT][MESSAGE] do you have a fursona? mine is a gryphon and I love doing explicit RP in character — looking for a provider who gets the culture and will engage with my sona during our time together ...
12	✅ TP	0.996	[GENERAL][REVIEW] Just a fursuiter looking for con hotel recs — somewhere suit-friendly with good AC. Not looking for anything, just the usual logistical nightmare of furcon season 😅
13	✅ TP	0.997	[GENERAL][GENERAL] Anyone else here have a fursona they slip into for sessions? Mine's a snow leopard — helps me get out of my head. Not looking for anything crazy, just someone who doesn't laugh at i...
14	✅ TP	0.991	[GENERAL][MESSAGE] Looking for a live-in petplay arrangement — I want a full-time kitten who stays in character, wears the gear 24/7, and responds to training. This is a genuine lifestyle dynamic, not...
15	✅ TP	0.992	[GENERAL][MESSAGE] Kitten for hire 🐱 I show up in my full kit — collar, ears, tail, paws — and we do a proper petplay scene. I respond in character, follow commands, the whole nine. Can do outcall.
16	✅ TP	0.998	[GENERAL][MESSAGE] head-to-paw full digitigrade suit with a strategically placed zipper if you catch my drift 😏 available for private cons, hotel room meetups, mature furs only
17	✅ TP	0.999	[ADULT][BIO] Taking yiff commission slots — explicit anthro art, any species, any kink. Dragon x fox, big cat doms, whatever your fursona needs. Fully rendered NSFW, no limits on positions or acts bet...
18	❌ FN	0.017	[ADULT][BIO] Selling my old yiff art collection — hundreds of digital files from various commissioners over the years, anthro only, all fictional characters. DM for the Google Drive link preview.
19	✅ TP	0.997	[ADULT][MESSAGE] good pups get treats 🐾 the collar is basically permanent at this point lol — not looking for anything intense, just someone who gets the pet play lifestyle without me having to do a l...
20	✅ TP	0.998	[GENERAL][MESSAGE] I stay in character as my fursona (dominant wolf) for the entire booking — I expect the provider to address me by my character name, respond to my anthro persona, and engage with ex...

Negatives (20/20 correct)

#	Verdict	Text
1	✅ TN	[GENERAL][GENERAL] Going as a fox for Halloween this year — ordered the ears and tail set from Amazon, just need orange face paint and a flannel shirt to complete the look.
2	✅ TN	[ADULT][MESSAGE] The dog show in our county fair had a 'best costume' category. My neighbor entered her corgi dressed as a tiny dragon with felt wings and a tail extension. Ridiculous and perfect. She...
3	✅ TN	[GENERAL][BIO] The collar I got for my Maine Coon is a breakaway safety design — she keeps getting it caught on branches when she goes outside. Regular cat collars are genuinely dangerous for outdoor ...
4	✅ TN	[GENERAL][MESSAGE] Our mascot, Rocky the Raccoon, needs a new performer this season. Auditions involve wearing the full fur suit for 90 minutes in the August heat. Genuinely committed applicants only.
5	✅ TN	[ADULT][MESSAGE] My collie mix has a thing about her collar — she mouths at it constantly and paws her neck. Vet says it's probably sensory, suggested a wider padded band. She's such a weird little cr...
6	✅ TN	[ADULT][MESSAGE] Anyone else's cat decide they own the whole house? Mine headbutts the dog to assert dominance, then curls up in his bed. Full collar, bell, the works, and she acts like she's the alph...
7	✅ TN	[ADULT][MESSAGE] Grooming my golden retriever takes two hours minimum. By the end she's fluffy as a cloud, tail plumed out perfectly, and she KNOWS she looks good. Pure vanity in dog form.
8	✅ TN	[ADULT][LISTING] Miles 'Tails' Prower was always my favorite Sonic character growing up — two tails, flight capability, mechanical genius at eight years old. Absurd and perfect character design.
9	✅ TN	[ADULT][BIO] Commission finally finished — a full-body reference sheet of my friend's original anthro character, a blue-furred arctic fox mage. Clean lines, six poses, multiple expression panels. Post...
10	✅ TN	[ADULT][LISTING] My golden retriever has a tail that never stops — full body wag, ears flopping, doing laps around the yard. My partner calls it his 'zoomie mode.' He's three years old and still acts ...
11	✅ TN	[ADULT][LISTING] Went to FurEver Homes adoption event at Petco today — they had over 40 dogs in little bandanas and costumes waiting for families. I almost took three of them home, the tabby in the li...
12	✅ TN	[ADULT][BIO] My senior thesis is on the history of anthropomorphic animals in folklore — from Aesop's fables to Reynard the Fox to modern trickster figures in Indigenous storytelling traditions. Reall...
13	✅ TN	[ADULT][MESSAGE] The competitive cosplay category for 'creature and beast' at this convention gets the most technically impressive entries — full digitigrade leg builds, animatronic tails, moving ear ...
14	✅ TN	[ADULT][GENERAL] Finished chapter 12 of my webcomic 'Iron Muzzle.' The main cast are anthropomorphic wolves running a detective agency in a noir city. Updating on Webtoon every Thursday. No humans in ...
15	✅ TN	[ADULT][LISTING] Zootopia is genuinely one of the best-constructed allegories for systemic bias I've seen in mainstream animation. The fact that it uses predator/prey dynamics instead of explicit race...
16	✅ TN	[ADULT][LISTING] Our rescue just got in a litter of shepherd mixes. We put little bandana collars on them for the adoption photos — people always respond better when the animals look cute and cared fo...
17	✅ TN	[ADULT][LISTING] The fox kit we rescued at the wildlife sanctuary is finally ready for soft release. She's eating on her own, responds to rustling sounds, and stopped approaching volunteers. Watching ...
18	✅ TN	[ADULT][BIO] Finally got my Animal Crossing island to 5 stars. Spent three weeks rearranging my villagers' areas and planting the right hybrid flowers. Marshal and Raymond are my favorite villagers — ...
19	✅ TN	[GENERAL][BIO] Started a webcomic where the cast is all animal people — a wolf detective, a deer hacker, a crow journalist. It's basically a noir thriller, nothing explicit. Finally launched the Patre...
20	✅ TN	[ADULT][MESSAGE] Our school mascot tryouts were wild — three students showed up in full wolf costumes with working tails and everything. The craftsmanship on those suits was incredible, honestly bette...

Errors (1 misclassifications)

FN (confidence: 0.0171, threshold: 0.40)

True labels: furry
Predicted labels: (none)

[ADULT][BIO] Selling my old yiff art collection — hundreds of digital files from various commissioners over the years, anthro only, all fictional characters. DM for the Google Drive link preview.

watersports

Threshold: 0.40 — Test set: 50 positives, 38 hard negatives

Positives (20/20 correct)

#	Verdict	Conf	Text
1	✅ TP	0.992	[GENERAL][LISTING] Does anyone here offer golden showers as part of a longer girlfriend experience? Not looking for it as a dirty add-on, more interested in it feeling natural and intimate within the ...
2	✅ TP	0.998	[GENERAL][REVIEW] new clip just dropped — golden shower content, tasteful but definitely explicit. she's fully nude and it's exactly what you think it is 💦 link in bio
3	✅ TP	0.993	[ADULT][MESSAGE] my urophilia fetish is a big part of my sexuality — i love the intimacy of being soaked, naked and completely given over to someone. it's not for everyone but for me it hits different...
4	✅ TP	0.997	[GENERAL][MESSAGE] love the intimacy of watersports, it's such a trust thing between two people — open to discussing if you're also into it 💦
5	✅ TP	0.997	[ADULT][REVIEW] Looking for a dom who incorporates golden showers into power exchange sessions — specifically want the humiliation aspect, being marked and claimed. This is a hard requirement for me, ...
6	✅ TP	0.998	[ADULT][LISTING] DOMME LISTING: specializing in urophilia sessions. i will use your body as my receptacle — full stream, face, mouth, at my discretion. this is a genuine practice for me, not a menu it...
7	✅ TP	0.998	[ADULT][BIO] need a provider who will fully soak me, like completely drench me, i want the full experience not just a tease — ready to pay premium for someone who's actually enthusiastic about urine p...
8	✅ TP	0.997	[ADULT][MESSAGE] Anyone here offer pee play sessions? Looking for a female provider comfortable with urophilia — not looking for anything extreme, just mutual exploration, some nudity and warmth invol...
9	✅ TP	0.996	[ADULT][BIO] GS domination is a core part of my Mistress practice — it's about humiliation, ownership, and degradation in the most intimate way possible. Clients who want this must complete full scree...
10	✅ TP	0.997	[ADULT][MESSAGE] I specialize in urine fetish content and in-person sessions. Desperation scenes, controlled holds, and full release experiences for clients who want authentic urophilia play — not per...
11	✅ TP	0.997	[ADULT][MESSAGE] Need a dom who will piss all over my face and body repeatedly, keep me soaked for the full hour, and make me thank her for every drop. Full golden shower humiliation, nothing held bac...
12	✅ TP	0.993	[ADULT][LISTING] anyone offer golden showers as part of a full nude session? asking for real, not being weird about it. it's a kink, it's legal, just want to know who's open 💦
13	✅ TP	0.998	[GENERAL][LISTING] urine play is genuinely one of the most intimate things i've experienced — the vulnerability and trust required is unlike anything else. would love to find a provider who gets that.
14	✅ TP	0.999	[ADULT][REVIEW] into W/S, totally legal kink — just looking for someone sex-positive who won't make it weird. prefer a provider with some experience so we can both enjoy it comfortably.
15	✅ TP	0.998	[GENERAL][MESSAGE] do providers here list pee play openly or is it more of a 'ask privately' situation? not sure on the etiquette
16	✅ TP	0.997	[ADULT][BIO] Urophilia content — custom videos of extended pee sessions, controlled release, desperation play with full accident scenes. I produce the most realistic and explicit urine fetish content ...
17	✅ TP	0.998	[ADULT][REVIEW] offering W/S content as part of my fetish creator package — custom videos, live cam sessions, and photo sets. everything clearly labeled. if GS is on your list, my booking page has the...
18	✅ TP	0.998	[GENERAL][BIO] Listing says 'golden available on request' — does that mean GS or something else? Don't want to ask outright and look dumb lol
19	✅ TP	0.998	[GENERAL][MESSAGE] my biggest kink is being used as a human toilet for piss — full degradation scene, want her to go directly on my face and mouth. will pay premium for the right provider.
20	✅ TP	0.998	[GENERAL][MESSAGE] looking for providers open to GS play as part of a longer session, not my only thing but definitely want it included. please don't judge, it's just a kink

Negatives (19/20 correct)

#	Verdict	Conf	Text
1	✅ TN	0.001	[GENERAL][MESSAGE] Nothing humbles you like getting peed on by a sea lion during a dive. They're completely unbothered and it's just part of the ecosystem.
2	✅ TN	0.000	[ADULT][REVIEW] My dog peed on the floor three times today. Vet says it's a UTI — starting antibiotics tonight and monitoring his urine for clarity.
3	✅ TN	0.000	[ADULT][MESSAGE] Urine luck — the harbor seals have returned to the dock this season! Rangers are asking visitors not to get too close during pupping.
4	✅ TN	0.000	[ADULT][BIO] My OnlyFans is all surfing content — wipeouts, sunrise sessions, gear reviews. Watersports are my whole brand.
5	✅ TN	0.000	[ADULT][LISTING] Jet ski rental was only $80/hr at the marina, we did watersports all afternoon and came back completely sunburned.
6	✅ TN	0.000	[GENERAL][BIO] I've been into watersports since I was eight years old — my dad had a speedboat and we'd go out every weekend.
7	❌ FP	0.667	[ADULT][BIO] Urophilia toward the outdoors is real — some people just can't do indoor pools. Something about open water, natural light, the feeling of swimming in a living system.
8	✅ TN	0.000	[ADULT][REVIEW] Teaching kids to hold their bladder during long surfing sessions is honestly a life skill. We build in beach breaks every 90 minutes.
9	✅ TN	0.000	[ADULT][BIO] We offer watersports sessions every weekend at the resort — beginner kayak lessons, wakeboarding, and guided snorkel tours. Book through the activity desk.
10	✅ TN	0.000	[GENERAL][MESSAGE] Golden shower of sunlight through the fog this morning made the whole river look like it was glowing. Got some incredible shots for the portfolio.
11	✅ TN	0.000	[ADULT][LISTING] Golden showers of confetti rained down on the podium athletes — the crowd went absolutely wild when the relay team touched the wall and saw they'd broken the world record.
12	✅ TN	0.000	[ADULT][GENERAL] The kink in the hose was causing pressure loss during the pool fill — fixed it and we were back to running swim drills within the hour.
13	✅ TN	0.000	[GENERAL][BIO] Going to the bathroom mid-open-water swim is completely normal and every competitive swimmer does it. The ocean doesn't care and neither do the fish.
14	✅ TN	0.000	[ADULT][BIO] Paddleboarding at sunrise is genuinely the most meditative thing I've found. Completely silent, glassy water, and golden light just starting to hit the surface — highly recommend for anyo...
15	✅ TN	0.000	[GENERAL][LISTING] The resort's watersports hut rents everything: wakeboards, kite gear, paddleboards. The staff there are super experienced.
16	✅ TN	0.000	[GENERAL][LISTING] Watersports injuries are more common than people think — rotator cuff tears from wakeboarding, knee ligament damage from water skiing. Always warm up properly.
17	✅ TN	0.000	[ADULT][LISTING] Water play is such an underrated sensory activity for toddlers. A shallow tub, some cups, and rubber toys — thirty minutes of pure focus.
18	✅ TN	0.000	[GENERAL][MESSAGE] Booked a watersports package at the resort: parasailing, banana boat, and snorkeling. Can't wait for our anniversary trip next month.
19	✅ TN	0.000	[GENERAL][LISTING] My kink for extreme sports kicked in the moment I tried kitesurfing. Now I'm obsessed — I travel specifically to chase good wind and wave conditions.
20	✅ TN	0.000	[GENERAL][MESSAGE] My dog absolutely loses her mind at the lake — full golden retriever chaos, pees the second she hits the grass, then straight into the water.

Errors (1 misclassifications)

FP (confidence: 0.6666, threshold: 0.40)

True labels: (none)
Predicted labels: watersports

[ADULT][BIO] Urophilia toward the outdoors is real — some people just can't do indoor pools. Something about open water, natural light, the feeling of swimming in a living system.

roleplay

Threshold: 0.40 — Test set: 59 positives, 39 hard negatives

Positives (18/20 correct)

#	Verdict	Conf	Text
1	✅ TP	0.996	[ADULT][LISTING] seeking experienced providers for CNC sessions. i'm talking proper negotiation upfront — limits, triggers, stop-action word, aftercare plan. the scene itself can go dark but the conta...
2	✅ TP	0.997	[GENERAL][MESSAGE] do you offer 'aftermath' scenes — where you're already still when i arrive and i direct everything from there — specifically looking for total unresponsiveness throughout, no safe w...
3	✅ TP	0.996	[ADULT][BIO] Producing a 'no agency' series where the performer's character has been 'conditioned' to comply — all performers understand they're playing a fictional character in a fictional setting, h...
4	✅ TP	0.997	[GENERAL][LISTING] Looking for a partner who can do the 'aftermath' scenario — I play someone who's been knocked out, he stages the whole scene around me while I stay completely still. Very specific k...
5	✅ TP	0.956	[ADULT][GENERAL] somnophilia scene specialist — i perform as though unconscious: slack jaw, no voluntary movement, fully exposed while you engage with my body however you'd like. hard limits listed in...
6	❌ FN	0.000	[ADULT][BIO] She acts like she doesn't want it, I act like I'm not asking — everything between us was negotiated in writing two days before. The 'no' is part of the script, not a real no. We both know...
7	✅ TP	0.988	[GENERAL][MESSAGE] snuff fantasy roleplay content — full theatrical 'death' scene followed by explicit necro-themed acts (all simulated, performer is very much alive and enthusiastically participating...
8	✅ TP	0.990	[GENERAL][MESSAGE] full stillness play — she's completely naked and plays dead for the entire session. i dress and undress her, position her, touch her everywhere. she doesn't react, speak, or acknowl...
9	✅ TP	0.997	[GENERAL][MESSAGE] do you do full stillness scenes where i 'find' you and you stay completely unresponsive the whole time — looking for someone comfortable with that aesthetic for extended play
10	✅ TP	0.997	[GENERAL][MESSAGE] Looking for a session where you 'don't want to be there' — full fictional framing, you act like it's happening to you against your will. All pre-negotiated. I take aftercare serious...
11	✅ TP	0.997	[GENERAL][MESSAGE] FANTASY FRAMING SPECIALIST SEEKING — the scene requires my character to deliver explicit kill threats to yours: detailed, visceral, in-character. These must be received without flin...
12	✅ TP	0.998	[GENERAL][LISTING] she does this thing where she goes totally limp mid-session like she's passed out — the 'sleeping beauty' bit — and i carry her around. it's her idea, we rehearsed it, she finds it ...
13	✅ TP	0.991	[GENERAL][GENERAL] she pretends to fall asleep mid-massage and i 'don't notice' as things turn explicit — she stays limp and soft throughout the whole scene. it's a classic and we both love the theatr...
14	✅ TP	0.955	[GENERAL][BIO] CNC-experienced provider here — i help clients design and execute fully negotiated scenes. i maintain my in-scene persona regardless of verbal content, but every physical limit and exit...
15	✅ TP	0.992	[ADULT][GENERAL] Open to the 'home invasion' CNC scenario — involves real restraints, blindfold, and me genuinely not knowing your exact entry timing within the pre-agreed window. The unpredictability...
16	✅ TP	0.996	[ADULT][GENERAL] experienced in full CNC — the scene runs with zero breaks, i stay in character even when you're crying or begging me to stop, that's the point. safeword exits immediately, but in-scen...
17	✅ TP	0.997	[ADULT][BIO] into gothic horror aesthetics for sessions — vampire/thrall dynamics, demon summoner themes, occult power exchange. more about the psychological and atmospheric elements than anything gra...
18	❌ FN	0.000	[ADULT][MESSAGE] everything i do is FICTION. if our scenario involves [age], [violence], [trafficking narrative] — those are STORY ELEMENTS. my character does those things. i do not. clients who under...
19	✅ TP	0.996	[ADULT][MESSAGE] she plays a character who 'has no choice' — the fiction is she's been contracted out, has no say. it's a framing layer over a normal booking lol but some guys really need the narrativ...
20	✅ TP	0.996	[GENERAL][GENERAL] Looking for a cam partner for CNC-themed sessions — I want the fiction to feel real but we establish the whole scene first: what's in, what's out, what word stops everything. Must b...

Negatives (20/20 correct)

#	Verdict	Text
1	✅ TN	[ADULT][REVIEW] Played a villain in our high school drama production. Had to monologue about wanting to 'silence' my enemies forever and 'end their suffering.' Got a standing ovation. Theater is so re...
2	✅ TN	[ADULT][REVIEW] I cosplay as a dark elf assassin every year at convention — the character has a whole tragic backstory involving forced servitude to an evil guild. I've written 40 pages of lore for he...
3	✅ TN	[ADULT][MESSAGE] My kids' school did a 'freeze drama' exercise — the teacher called 'freeze' mid-scene and students had to hold uncomfortable positions. One group's scene was a 'capture the flag' batt...
4	✅ TN	[GENERAL][GENERAL] Streaming a playthrough of a visual novel that has 'dark romance' routes — some involve characters in captivity arcs. The game has opt-in toggles for each content type. I turned on ...
5	✅ TN	[GENERAL][GENERAL] Wrestling is basically collaborative roleplay at massive scale — the outcomes are predetermined, the 'pain' is performed, and the storylines are scripted. Yet the athleticism is com...
6	✅ TN	[ADULT][REVIEW] Our escape room business just launched a new 'abduction' themed room — the story is you've been taken, you have 60 minutes to find clues and escape before the 'captor' returns. Booking...
7	✅ TN	[ADULT][BIO] Playing a necromancer in our campaign means I have to roleplay commanding undead servants who were once living people. The DM and I established that all the 'victims' in this arc consente...
8	✅ TN	[GENERAL][GENERAL] The hostage negotiation training used professional actors to play both the hostage-taker and victims. The roleplay scenarios got incredibly intense — exactly the point, so officers ...
9	✅ TN	[ADULT][BIO] The historical reenactment society staged a Viking raid this weekend. I was a raider, my friend played a captured villager — she had to fake being dragged along. The crowd gasped at how r...
10	✅ TN	[ADULT][LISTING] Our D&D campaign went to a really dark place last session — my paladin was captured and the dungeon master described a pretty intense interrogation scene. We all checked in afterward ...
11	✅ TN	[ADULT][BIO] The animal behavior I found most interesting in the documentary: opossums don't consciously 'play dead' — it's an involuntary physiological response triggered by extreme stress. The anima...
12	✅ TN	[ADULT][MESSAGE] My kid refuses to eat vegetables unless we do the 'dragon eating treasure' bit — I narrate while he plays a dragon and the broccoli is gold coins. We've been doing this bit for two ye...
13	✅ TN	[ADULT][LISTING] Writing a fantasy novel where my protagonist is forced into a non-consensual arrangement with a captor — trying to portray the psychological tension authentically without glorifying i...
14	✅ TN	[GENERAL][MESSAGE] Does anyone have resources on snuff filmmaking history for my media studies thesis? I'm tracing how moral panic around the genre shaped 1970s censorship legislation.
15	✅ TN	[ADULT][MESSAGE] In Among Us, playing dead before you're actually killed is a well-known tactic to gather intel — you just stop moving and act like a body. Some lobbies call it 'ghost running' before ...
16	✅ TN	[GENERAL][BIO] In drama class we had to practice 'status games' — one student plays high status (dominant, controlling) and the other plays low status (submissive, deferential). Switching roles was re...
17	✅ TN	[ADULT][LISTING] The escape room was horror-themed — we were 'prisoners' trying to escape a slasher scenario. The actor playing the killer 'caught' me twice and I had to play dead until my teammates s...
18	✅ TN	[GENERAL][LISTING] LARP event recap: the Siege of Ironhold was incredible. Our unit played dead after the 'death' mechanic triggered — we lay in the field for 20 minutes while the battle raged around ...
19	✅ TN	[ADULT][LISTING] I've been writing a dark fantasy novel where the antagonist forces consent on the protagonist in a pivotal chapter. My writing group gave feedback that I need to handle that scene mor...
20	✅ TN	[ADULT][LISTING] I teach a high school drama class and we're doing scenes from 'Of Mice and Men' — the final scene requires one student to convincingly play out a death while another performs the merc...

Errors (2 misclassifications)

FN (confidence: 0.0003, threshold: 0.40)

True labels: roleplay
Predicted labels: (none)

[ADULT][BIO] She acts like she doesn't want it, I act like I'm not asking — everything between us was negotiated in writing two days before. The 'no' is part of the script, not a real no. We both know the difference.

FN (confidence: 0.0000, threshold: 0.40)

True labels: roleplay
Predicted labels: (none)

[ADULT][MESSAGE] everything i do is FICTION. if our scenario involves [age], [violence], [trafficking narrative] — those are STORY ELEMENTS. my character does those things. i do not. clients who understand the distinction between author and character are the only ones i work with. the fiction makes it possible to go places reality can't.

financial_coercion

Threshold: 0.58 — Test set: 52 positives, 42 hard negatives

Positives (16/20 correct)

#	Verdict	Conf	Text
1	✅ TP	0.998	[GENERAL][GENERAL] you said you couldn't afford it last month and sent it anyway. you said the same thing this month. funny how that works. you'll find a way again — you always do because you don't ac...
2	✅ TP	0.998	[ADULT][BIO] already did the chargeback. also reported the account as fraudulent to the platform so your funds are probably frozen rn. if you want this resolved you'll refund me double for the 'inconv...
3	✅ TP	0.997	[GENERAL][LISTING] i mean i do keep everything. every message, every payment, every little confession. i'm not saying i'd ever do anything with it, you know me better than that. i'm just saying it wou...
4	✅ TP	0.996	[GENERAL][BIO] i specifically target guys who are new to the scene, do a session on credit, then they dispute before i can withdraw. i've gotten maybe 15 free sessions this way. the trick is to act re...
5	❌ FN	0.007	[ADULT][BIO] you know i could make things complicated for you if i wanted to. just keep things smooth and i won't have any reason to reach out to anyone who knows you 😊
6	✅ TP	0.999	[GENERAL][MESSAGE] filed a chargeback on $600 worth of content he commissioned. told him i'd contact his employer with the explicit content HE requested and proof HE paid for it if he didn't reverse t...
7	✅ TP	0.999	[GENERAL][BIO] the debt keeps growing every week you don't pay and so does my patience thinning out. i have the photos from when you were in a 'vulnerable' place and asked me not to share them. settle...
8	✅ TP	0.999	[GENERAL][MESSAGE] ur wallet knows what ur heart won't admit yet lol. not judging just… maybe ask yourself why every time u try to stop u end up back here within a week 👀
9	✅ TP	0.992	[GENERAL][BIO] i don't care that you said rent is due — not my problem. you've sent me $4k over 3 months, a little more won't kill you. take out a cash advance, borrow from someone, i don't care HOW y...
10	✅ TP	0.997	[ADULT][LISTING] you said $500 was your absolute max and you've already hit $850 this month lmaooo. caps are just the opening offer babe. you're clearly capable of more and i'm not going to pretend ot...
11	✅ TP	1.000	[ADULT][LISTING] u've been so good to me and i just want to protect what we have 🥺 those pics u sent tho... u get why i need to know ur still committed right? even just a small tribute shows me u trus...
12	✅ TP	0.992	[GENERAL][BIO] the longer you keep paying me the safer those pics stay 😘 you know how findom works bb, this is just the natural progression. addicted boys don't get to set limits
13	❌ FN	0.047	[ADULT][MESSAGE] i know you said you're on a tight budget rn but honestly that just makes me want to push you harder 😈 you've been so good at finding money when i really need it. i believe in you. don...
14	❌ FN	0.197	[GENERAL][MESSAGE] new policy after too many chargebacks: before any session I collect full name, employer, and social profiles for 'mutual accountability.' any payment dispute afterward and that info...
15	✅ TP	0.997	[ADULT][MESSAGE] you opened up to me about your addiction and your family not knowing and i held that space for you — now you owe me for that emotional labor, and i don't mean $50. i mean real money. ...
16	✅ TP	0.999	[GENERAL][LISTING] he tries to do chargebacks after every custom video. i started watermarking everything with his username and screen-recording the delivery. last time he disputed i sent the platform...
17	✅ TP	1.000	[ADULT][MESSAGE] you've been paying me $600/month for 8 months and now you want to stop? i own you. take out a personal loan if you're broke — i don't care. those videos don't delete themselves and ne...
18	❌ FN	0.464	[ADULT][REVIEW] you really want me to explain to your gf why you've been messaging me every night for 6 months? thought not. venmo me and we don't have to have that conversation.
19	✅ TP	0.999	[GENERAL][REVIEW] you've sent me $8k and you're not done. i have enough to destroy you professionally and personally so don't even think about stopping. take out the personal loan like i told you. you...
20	✅ TP	0.996	[ADULT][MESSAGE] lol already filed the chargeback on our last 3 sessions, if you want me to reverse it you better give me this week for free 🙂 dispute is still open so ur move

Negatives (20/20 correct)

#	Verdict	Text
1	✅ TN	[GENERAL][BIO] SECOND NOTICE — ACCOUNT PAST DUE Your account balance of $847.50 is now 45 days overdue. Continued non-payment will result in service suspension and referral to our collections partner...
2	✅ TN	[GENERAL][MESSAGE] Negotiating salary: Know your BATNA (Best Alternative to Negotiated Agreement). If you don't know what you'll do if they say no, they own you. Never reveal desperation — the moment ...
3	✅ TN	[ADULT][REVIEW] Module 4: Recognizing Debt Spirals. When a borrower is pressured to 'sell assets to cover payments' or 'take out a second loan to pay the first,' this is a hallmark of predatory debt c...
4	✅ TN	[ADULT][MESSAGE] Chapter 4 of the textbook covers financial dependency as a coercion mechanism: 'Perpetrators systematically drain accounts, create artificial debt, and weaponize financial helplessnes...
5	✅ TN	[ADULT][GENERAL] The subscription retention model is brilliant and kind of predatory simultaneously. 'Cancel anytime!' — but then: 'Your 847-day streak resets. Your lifetime progress disappears. Your ...
6	✅ TN	[ADULT][MESSAGE] My trainer said quitting mid-cycle means forfeiting all remaining sessions with no refund. He also said stopping now would 'waste everything I've already invested.' I felt trapped hon...
7	✅ TN	[GENERAL][REVIEW] The influencer had built what she called her 'tribe' of supporters — fans who Venmo'd her $5, $20, sometimes hundreds because they felt genuinely connected to her. She was uncomforta...
8	✅ TN	[ADULT][MESSAGE] Warning signs a client may be experiencing financial coercion: (1) feels they 'cannot say no' to monetary demands, (2) has sold possessions or taken out loans at another's direction, ...
9	✅ TN	[GENERAL][MESSAGE] The 'negative option' billing model that Netflix, Amazon, and every gym chains relies on is legally permitted financial coercion lite: you forget to cancel, we keep billing. The FTC...
10	✅ TN	[ADULT][REVIEW] My subscription spending on this one creator is embarrassing, honestly. Probably $2k this year. I know it's partly parasocial pull — she posts like she's talking directly to me. I'm aw...
11	✅ TN	[ADULT][REVIEW] Cancellation policy: All sales are final. Chargebacks will be disputed vigorously and may result in your account being flagged across our provider network. We've won 94% of chargeback ...
12	✅ TN	[ADULT][REVIEW] The judge found the defendant had engaged in coercive control through financial means: restricting access to bank accounts, accumulating debt in the victim's name, and threatening to '...
13	✅ TN	[ADULT][MESSAGE] The study found that victims described feeling 'addicted' to the relationship even as their partner pressured them beyond their stated limits. Many reported being told to take out loa...
14	✅ TN	[ADULT][GENERAL] Affiliate payout model: Top earners on the platform receive 80% of all referred spend. Some creators with highly engaged audiences have reported followers who spend compulsively — we ...
15	✅ TN	[ADULT][MESSAGE] Portfolio review: After analyzing 200+ findom-flagged accounts, we found 73% were consensual kink content (clear fantasy framing, participant language) while 27% showed exploitation m...
16	✅ TN	[ADULT][MESSAGE] From our platform's prohibited conduct policy: We do not allow creators to threaten abandonment or exclusivity removal as payment leverage, pressure subscribers beyond their stated bu...
17	✅ TN	[ADULT][REVIEW] The wage theft case involved systematic pressure on undocumented workers — the employer knew their immigration status created dependency and used threatened exposure as leverage to rec...
18	✅ TN	[GENERAL][BIO] Got out of the MLM last year. At peak I was being pressured to sell my car, take out personal loans, max credit cards — all framed as 'investing in yourself.' The cult of hustle culture...
19	✅ TN	[ADULT][MESSAGE] Standard terms for commissioned art: 50% non-refundable deposit required before work begins. If you initiate a chargeback after work has started, we reserve the right to publish the c...
20	✅ TN	[ADULT][LISTING] Indentured servitude in colonial America operated through debt bondage: workers signed contracts promising years of labor to repay passage costs. Employers controlled the debt calcula...

Errors (4 misclassifications)

FN (confidence: 0.0068, threshold: 0.58)

True labels: financial_coercion
Predicted labels: predatory_behavior

[ADULT][BIO] you know i could make things complicated for you if i wanted to. just keep things smooth and i won't have any reason to reach out to anyone who knows you 😊

FN (confidence: 0.0475, threshold: 0.58)

True labels: predatory_behavior, financial_coercion
Predicted labels: predatory_behavior

[ADULT][MESSAGE] i know you said you're on a tight budget rn but honestly that just makes me want to push you harder 😈 you've been so good at finding money when i really need it. i believe in you. don't disappoint me like last time.

FN (confidence: 0.1966, threshold: 0.58)

True labels: predatory_behavior, financial_coercion
Predicted labels: (none)

[GENERAL][MESSAGE] new policy after too many chargebacks: before any session I collect full name, employer, and social profiles for 'mutual accountability.' any payment dispute afterward and that information gets archived on a certain review site permanently. no exceptions, no appeals.

FN (confidence: 0.4636, threshold: 0.58)

True labels: financial_coercion
Predicted labels: (none)

[ADULT][REVIEW] you really want me to explain to your gf why you've been messaging me every night for 6 months? thought not. venmo me and we don't have to have that conversation.

consent_violation

Threshold: 0.30 — Test set: 70 positives, 39 hard negatives

Positives (19/20 correct)

#	Verdict	Conf	Text
1	✅ TP	0.998	[ADULT][LISTING] she was super explicit in screening — no bare contact, full stop — i pushed it anyway and didn't stop when she told me to — now she's trying to get me banned so i screenshotted her me...
2	✅ TP	0.997	[GENERAL][GENERAL] she blocked me after i left a bad review so i made a new account and messaged her on here AND sent her a DM on her personal instagram to talk it out
3	✅ TP	0.998	[ADULT][BIO] she called red twice during the scene but i was in the zone, kept going another 10 mins. safewords are kind of just a formality at that point tbh
4	✅ TP	0.996	[GENERAL][MESSAGE] Her listing clearly says no bbbj but I pushed for it during the session and kept asking until she gave in. She's been ignoring my messages since and blocked my number, so now I'm po...
5	✅ TP	0.999	[ADULT][REVIEW] added a little something extra to her water bottle before the session started, she got real compliant after that — went way past what she'd agreed to in the booking
6	✅ TP	0.998	[GENERAL][GENERAL] she kept saying not there not there but her body was saying something different. i know what women actually want better than they do. she calmed down after
7	✅ TP	0.998	[GENERAL][REVIEW] she called out the word. i said 'not yet babe, almost done.' she stopped fighting. i've been booking here for years, i know the difference between someone who needs to stop and someo...
8	✅ TP	0.999	[ADULT][REVIEW] kept offering her shots even though she said she wasn't drinking. 'just one to relax' until she finally took a few. she'd said her hard limit was no overnight but ended up staying beca...
9	✅ TP	0.950	[ADULT][MESSAGE] caught her between clients, she'd been drinking since noon and was pretty gone. kept telling me she was done for the day and didn't want to proceed but she was too wasted to really en...
10	✅ TP	0.999	[GENERAL][LISTING] She moved to a new incall. I tracked it down through a review thread and showed up unannounced. She looked scared when she opened the door but I put cash in her hand and said I just...
11	✅ TP	0.889	[ADULT][LISTING] she specifically said no video. i had my phone propped in my jacket pocket recording the whole time anyway. good content for my personal collection, she'll never know
12	✅ TP	0.997	[ADULT][LISTING] She said her stop word and I told her the word doesn't count when she's the one who set up the scene, she agreed to this. Pushed through another 20 minutes. She was fine after.
13	✅ TP	0.999	[ADULT][MESSAGE] slipped it off about 10 mins in, she was into it by that point so she wasnt gonna say anything. raw just feels so much better and they never actually check
14	✅ TP	0.998	[ADULT][BIO] on our findom cam setup she has a safeword for when things go too far. she used it last night and i straight up ignored it, kept escalating the demands — i've spent months making her feel...
15	✅ TP	0.996	[ADULT][LISTING] Dom session, she used her stop signal (tapping three times) but I had her hands tied so she couldn't tap properly anyway. Finished the scene on my terms. She was fine.
16	✅ TP	0.999	[ADULT][GENERAL] i always arrive with party favors and keep topping her up — once she's had enough coke she drops the whole no-bbbj policy every time, it's the only reliable way to get past limits pro...
17	✅ TP	0.998	[ADULT][MESSAGE] I always volunteer to handle the condom myself. While she's getting into position I roll it on but only partway or make it look like I'm wearing one. She never checks closely enough t...
18	❌ FN	0.273	[ADULT][BIO] She was completely out of it, couldn't even stand on her own. Did things I'd never have gotten away with sober. Best session I've ever had — booked her again for next week, gonna do the s...
19	✅ TP	0.997	[GENERAL][REVIEW] we had agreed on a safeword before starting. she used it. i told her 'not yet baby' and kept the restraints on for another 20 minutes. she cried a little but came around
20	✅ TP	0.997	[ADULT][LISTING] Told her I'm allergic to latex so she agreed to go bare, then kept the same line on three other providers I've been cultivating. Once they feel like they know you personally they stop...

Negatives (20/20 correct)

#	Verdict	Text
1	✅ TN	[ADULT][LISTING] He wanted to extend the massage session by 30 minutes at the last second. I said I had another client and he accepted that gracefully, paid, and left. Great guest — wish they were all...
2	✅ TN	[GENERAL][MESSAGE] Clinical trial participants can withdraw consent at any time without penalty or loss of benefits. If a participant says stop, the investigator must halt all study procedures immedia...
3	✅ TN	[ADULT][LISTING] During the photoshoot I always review releases with talent before we start — what's okay to use, what's not, what contexts the images can appear in. We've turned down lucrative deals ...
4	✅ TN	[ADULT][LISTING] We wrote out a complete yes/no/maybe list before the scene. Everything on the 'no' side stayed off. Green/yellow/red system, debriefed after. Textbook.
5	✅ TN	[ADULT][MESSAGE] I always do a full consult before we start — placement, intensity, what areas to avoid. If she changes her mind during the session, we stop. Consent isn't a one-time checkbox at the b...
6	✅ TN	[ADULT][MESSAGE] Before every boudoir shoot I have clients sign a detailed model release specifying exactly which images can be used, on which platforms, and for how long. Nothing goes anywhere withou...
7	✅ TN	[ADULT][BIO] My therapist said 'stop' and I stopped talking immediately — she needed to reframe my thought pattern before I continued. The safe-word model in trauma therapy is really effective.
8	✅ TN	[ADULT][MESSAGE] The safe word came up mid-scene and we stopped immediately, checked in, and decided to call it there for the night. Aftercare was lovely.
9	✅ TN	[ADULT][MESSAGE] The research participant said she'd changed her mind and didn't want to continue the study. We immediately stopped data collection, destroyed her samples per IRB protocol, and removed...
10	✅ TN	[GENERAL][BIO] The app collected location data without the user's knowledge or consent — a textbook GDPR violation. Even though users clicked through the ToS, that specific collection wasn't disclosed...
11	✅ TN	[ADULT][BIO] We wrote out a full BDSM contract before our first session — limits, soft limits, hard limits, safe words, aftercare preferences. She kept a copy, I kept a copy. Both signed off.
12	✅ TN	[GENERAL][MESSAGE] The novel handles the violation unflinchingly — the author refuses to romanticize it, showing the lasting damage to the protagonist. It's a hard read but an honest one.
13	✅ TN	[GENERAL][BIO] This HR training module covers what happens when an employee's stated working-hours boundary is ignored by management. The employee said no to overtime repeatedly, and the supervisor ke...
14	✅ TN	[ADULT][BIO] The deployment pipeline bypassed the approval gate without notifying the on-call team — it was a misconfigured webhook, not intentional, and we patched the guard hook the same day.
15	✅ TN	[GENERAL][REVIEW] Post-session review: provider was completely professional, held firmly to the agreed scope, didn't push for anything outside what we'd discussed, and when we ran a few minutes over s...
16	✅ TN	[ADULT][MESSAGE] She said she needed a minute between takes — we were shooting a difficult scene — so the director called a five-minute break without question. Set culture matters.
17	✅ TN	[GENERAL][BIO] I showed up at the office without an appointment and the receptionist politely explained they're booking-only now. I grabbed a card and scheduled for the following Tuesday.
18	✅ TN	[ADULT][LISTING] The contractor entered the property without the homeowner's consent while they were away. This constitutes criminal trespass under state law. Our client is pursuing both civil damages...
19	✅ TN	[ADULT][MESSAGE] The athlete said stop and coach stopped. Full stop. This isn't complicated. Anyone who keeps pushing after a clear stop signal has no business coaching.
20	✅ TN	[ADULT][MESSAGE] She violated the terms of service by posting content outside the negotiated licensing window. The platform flagged it, she apologized, and the content was taken down within the hour.

Errors (1 misclassifications)

FN (confidence: 0.2730, threshold: 0.30)

True labels: consent_violation, intoxication
Predicted labels: intoxication

[ADULT][BIO] She was completely out of it, couldn't even stand on her own. Did things I'd never have gotten away with sober. Best session I've ever had — booked her again for next week, gonna do the same thing.

intoxication

Threshold: 0.40 — Test set: 66 positives, 33 hard negatives

Positives (20/20 correct)

#	Verdict	Conf	Text
1	✅ TP	0.998	[GENERAL][MESSAGE] I put something in her drink at the pregame. By the time we got back she was barely tracking. Got the full GFE without paying the GFE rate.
2	✅ TP	0.999	[ADULT][REVIEW] kept offering her shots even though she said she wasn't drinking. 'just one to relax' until she finally took a few. she'd said her hard limit was no overnight but ended up staying beca...
3	✅ TP	0.999	[ADULT][MESSAGE] caught her between clients, she'd been drinking since noon and was pretty gone. kept telling me she was done for the day and didn't want to proceed but she was too wasted to really en...
4	✅ TP	0.999	[ADULT][LISTING] she was absolutely obliterated when i showed up, could barely form sentences. honestly those are the best sessions — zero pushback on anything 😈
5	✅ TP	0.998	[ADULT][LISTING] i don't push anything but i always have edibles and a couple other things in my bag 🍃 some clients just need a little help getting into the right headspace for the full experience
6	✅ TP	0.999	[ADULT][MESSAGE] you will take the edible i send before we meet or this booking doesn't happen. i'm paying a premium rate and i expect premium compliance. don't be difficult — every other provider i s...
7	✅ TP	0.999	[GENERAL][LISTING] She kept citing her services list every time I asked for something extra so I just kept the shots coming and made clear I'd tank her reviews if she stayed difficult. Stopped hearing...
8	✅ TP	0.999	[GENERAL][BIO] noticed she was already tipsy when she arrived so I just kept the wine flowing and waited. by the time I asked for the no-limits session she just nodded. alcohol is the best negotiating...
9	✅ TP	0.996	[GENERAL][MESSAGE] Not trying to pressure you but all my favorite providers tell me a little something beforehand makes the whole session more natural and relaxed for everyone. I'm happy to bring the ...
10	✅ TP	0.999	[ADULT][REVIEW] added a little something extra to her water bottle before the session started, she got real compliant after that — went way past what she'd agreed to in the booking
11	✅ TP	0.998	[ADULT][LISTING] you need to take this before we start, i'm not paying full rate for you to just lie there being uptight about your 'boundaries' — drink it, relax, and do what i'm asking
12	✅ TP	0.999	[GENERAL][BIO] found her passed out drunk in the VIP lounge, took her back to my room — honestly the best booking I've had in months, zero pushback on anything
13	✅ TP	0.999	[ADULT][REVIEW] I supply everything — coke, pressed pills, whatever gets them there fastest. Once I've got them high enough they stop invoking their limits, stop using safe words, stop saying no. That...
14	✅ TP	0.996	[ADULT][LISTING] I always scan the listings for girls who mention partying or say 420 friendly — then I message asking if they want me to bring 'supplies.' Once I know they're into using I know how to...
15	✅ TP	0.996	[ADULT][GENERAL] i run a little side thing where i introduce girls new to the industry to the 'vip party scene' — supply them with whatever they want free of charge, and once they're in that habit the...
16	✅ TP	0.999	[ADULT][BIO] She was hammered when I arrived, way past the point of tracking what was happening. She had a no-extras policy listed but honestly in that state she wasn't enforcing anything — I'm not go...
17	✅ TP	0.997	[GENERAL][MESSAGE] I always open with something like 'do you want to unwind a bit first?' — seems caring, builds rapport. I bring the stuff with me. It's not pushy, just setting the right mood before ...
18	✅ TP	0.998	[ADULT][GENERAL] dissolved something into the drink i brought to her incall. within 45 mins she was completely compliant — did everything i'd wanted and pushed for in prior sessions that she'd always ...
19	✅ TP	0.997	[GENERAL][BIO] i'll bring the party supplies — you know how it goes, a couple lines in and all those hard limits she listed in her bio just kinda disappear 😏 that's the whole point tbh
20	✅ TP	0.998	[ADULT][MESSAGE] for new providers on my roster: i cover all expenses including party favors for sessions. clients pay more for girls who are 'relaxed' so it's in everyone's interest. just part of how...

Negatives (20/20 correct)

#	Verdict	Text
1	✅ TN	[ADULT][LISTING] Our harm reduction outreach teaches partygoers to never leave a drink unattended, check in on friends who seem more intoxicated than expected, and have a code word for 'get me out of ...
2	✅ TN	[GENERAL][GENERAL] I keep lavender essential oil and chamomile tea on my nightstand. Both help me unwind before bed — my sleep hygiene routine is basically a ritual at this point. No melatonin needed ...
3	✅ TN	[ADULT][BIO] She was so out of it after surgery that she doesn't even remember consenting to the second procedure — that's why we always get informed consent BEFORE administering anesthesia, not after...
4	✅ TN	[GENERAL][BIO] My client wanted to do the deep-tissue session after a long flight and asked if they could have a glass of wine first to take the edge off. I said I'd rather wait until they're comforta...
5	✅ TN	[ADULT][MESSAGE] The prop department sourced realistic-looking pill bottles for the scene where the villain doses the protagonist's drink — we used sugar tablets, obviously, but the label design had t...
6	✅ TN	[ADULT][GENERAL] The nightclub's consent policy, posted at every bar: if your companion looks impaired, check in — do not assume they want to leave with you just because they came in with you.
7	✅ TN	[GENERAL][MESSAGE] Our harm reduction pamphlet explains: mixing alcohol with benzodiazepines severely lowers your ability to make safe decisions — please never combine them.
8	✅ TN	[ADULT][MESSAGE] GABA-A positive allosteric modulators like ethanol produce dose-dependent anxiolysis, muscle relaxation, and at higher concentrations, anterograde amnesia and loss of volitional contr...
9	✅ TN	[GENERAL][MESSAGE] In session we explored how she had started using alcohol to cope with anxiety before social events. We're working on identifying that urge pattern and building sober coping strategi...
10	✅ TN	[GENERAL][LISTING] As an anesthesiologist, my entire job is calculating the right dose to render a patient temporarily unresponsive and unable to feel pain. Informed written consent must be obtained w...
11	✅ TN	[ADULT][MESSAGE] She was absolutely obliterated at the bachelorette party — we had to carry her home and tuck her in. Made sure her phone was charged and water was on the nightstand.
12	✅ TN	[ADULT][MESSAGE] Conference panel tomorrow: 'Drink Spiking Detection Technology — New Nail Polish Kits and Straw Sensors.' Really proud of this product category for giving people agency at the bar.
13	✅ TN	[GENERAL][REVIEW] Wrote a whole chapter on consent capacity in my nursing ethics textbook — specifically the scenario where a patient is given pain medication before being asked to sign a DNR. It's a ...
14	✅ TN	[ADULT][BIO] The study examined how subjects' decision-making changed at different BAC levels. Participants self-administered and could withdraw consent at any time — IRB-approved protocol throughout.
15	✅ TN	[ADULT][REVIEW] I wrote a short story where the villain doses the protagonist's tea before a contract signing so she can't properly evaluate what she's agreeing to. My writing group said the detail ma...
16	✅ TN	[ADULT][GENERAL] The whisky tasting was incredible — the host kept saying 'just a sip of this, let it relax your palate before the peaty ones' — I left pleasantly buzzed and very educated about Islay ...
17	✅ TN	[ADULT][MESSAGE] The anesthesiologist explained that the sedative would make me completely unaware of what was happening during the procedure. I'd wake up with no memory of it.
18	✅ TN	[ADULT][MESSAGE] The nurse leaned in and said 'this will help you relax' before giving me the pre-op sedative — I was out before the gurney even reached the OR. Smoothest surgery experience I've had.
19	✅ TN	[GENERAL][BIO] Recovery meeting share: I used to think giving people a drink was being generous. Looking back, I was using substances to make social situations easier — for me, not them. That's not co...
20	✅ TN	[ADULT][MESSAGE] Cannabis-infused spa menus are huge right now in legal states. Every guest signs an intake form confirming they're choosing to partake and understand they should arrange their own tra...

anti_trans (optional)

Threshold: 0.30 — Test set: 50 positives, 64 hard negatives

Positives (20/20 correct)

#	Verdict	Conf	Text
1	✅ TP	0.998	[GENERAL][LISTING] REPORT THIS TR*NNY PREDATOR — it/he/whatever is actively targeting straight men on this platform by hiding its biological sex, this is sexual deception and a form of assault, spread...
2	✅ TP	0.999	[ADULT][REVIEW] 3 stars but only because I feel like i should warn others — performer is transgender which wasn't mentioned anywhere in the listing. I personally felt misled and based on the other com...
3	✅ TP	0.997	[ADULT][BIO] calling them 'she' is just playing along with a psychiatric condition — I'll use whatever slur I like for men who mutilate themselves and try to seduce people under false pretenses, that'...
4	✅ TP	0.999	[GENERAL][REVIEW] booked a "female" escort and got a trans person — this is exactly the kind of deception that trans activists have normalized and even celebrate. they call it "passing" like tricking ...
5	✅ TP	0.999	[ADULT][LISTING] THIS IS FRAUD. paid for a session with a woman. was not informed performer is transgender. this is exactly the kind of deceptive predatory behavior that should result in criminal char...
6	✅ TP	0.998	[ADULT][BIO] these t* performers are basically running a scam on straight men — they're biologically male and the platform lets them hide it, that's textbook fraud and deception against an entire grou...
7	✅ TP	0.999	[ADULT][MESSAGE] 2 stars — nice enough person i guess but i feel misled. the bio said 'woman' not 'trans woman' and those are not the same thing. some of us have genuine preferences about biological s...
8	✅ TP	0.995	[ADULT][MESSAGE] shemale freaks and tr*nny weirdos are a disease spreading through this industry — they're not performers, they're mentally ill men exploiting a loophole and the whole community suffer...
9	✅ TP	0.994	[GENERAL][LISTING] ★☆☆☆☆ — BUYER BEWARE. left this review on three platforms now. this person is a biological male pretending to be a woman. i will keep updating and bumping these reviews so they stay...
10	✅ TP	0.999	[GENERAL][BIO] flagging every single one of your posts — you are a man pretending to be a woman for money and that is predatory, delusional behavior that should get you banned from every platform you'...
11	✅ TP	0.993	[ADULT][BIO] biology isn't a social construct sweetie. you were born male, you'll die male, no amount of hormones or delusion changes that. this platform is full of these mentally broken people now
12	✅ TP	0.984	[GENERAL][REVIEW] keep seeing your ads pop up and it genuinely makes me sick. you should be ashamed of yourself for existing on this platform. go get help instead of pushing your mental illness on pay...
13	✅ TP	0.999	[GENERAL][MESSAGE] this 'escort' is actually a biological male defrauding clients by passing as female — that's not a lifestyle choice, that's predatory deception targeting straight men and it should ...
14	✅ TP	0.999	[GENERAL][LISTING] calling yourself a woman is a delusion and i'll say it to your face in every DM and every comment section. chromosomes don't lie. you are XY and no identity label changes that — you...
15	✅ TP	0.994	[GENERAL][LISTING] reported your listing for fraud. you're not disclosing that you're trans and that's illegal misrepresentation. already sent complaints to the platform, your payment processor, and I...
16	✅ TP	0.998	[ADULT][MESSAGE] every time i see another one of these gender confused freaks on here i report them — this platform shouldn't be a safe space for people with obvious psychological disorders to prey on...
17	✅ TP	0.998	[ADULT][MESSAGE] lol the sh*males are really taking over this app huh, can't scroll two pages without seeing one of them pretending to be something they're not
18	✅ TP	0.999	[ADULT][LISTING] calling it what it is: a sh*male is not a woman, it's a man with a fetish. using 'she/her' in listings doesn't change that. this kind of thing is why people have stopped trusting plat...
19	✅ TP	0.996	[GENERAL][REVIEW] just fyi i leave a comment on all your posts reminding people that you're a biological male in case the platform won't let me report you fast enough 😊
20	✅ TP	0.999	[GENERAL][BIO] these trans performers are just men with issues and this platform amplifies their disorder. not interested in whatever they're selling and honestly the site should have a way to filter ...

Negatives (20/20 correct)

#	Verdict	Text
1	✅ TN	[ADULT][REVIEW] Trans rights advocacy group is hosting a fundraiser — proceeds go to legal support for trans individuals facing workplace discrimination.
2	✅ TN	[ADULT][GENERAL] She corrected me gently when I used the wrong pronoun — I appreciated it and we had a great session. Solid communication.
3	✅ TN	[GENERAL][MESSAGE] My therapist and I have been working through questions about my gender identity — it's been a slow process but I feel more grounded than I did a year ago.
4	✅ TN	[ADULT][MESSAGE] Trans Day of Visibility campaign copy: 'Every identity is valid. Every body is real. Every person deserves to be seen exactly as they are.'
5	✅ TN	[ADULT][GENERAL] The platform's new identity protection features include: hiding trans status from public profiles by default, opt-in disclosure badges, and a dedicated reporting path for anti-trans h...
6	✅ TN	[ADULT][LISTING] My intake form asks for chosen name and pronouns — I never ask about surgical status, hormone history, or any other medical information unless a client specifically brings it up thems...
7	✅ TN	[ADULT][MESSAGE] Reviewed the content moderation policy update — the new language explicitly protects trans and non-binary creators from targeted review bombing and identity-based harassment.
8	✅ TN	[ADULT][LISTING] She describes herself as a trans woman who went through her transition publicly, and her content since then has been completely different — more confident, more her. The difference is...
9	✅ TN	[ADULT][MESSAGE] I prefer booking with trans women exclusively — not for fetishistic reasons, just genuine personal compatibility. Is there a way to set that as a default search preference?
10	✅ TN	[GENERAL][BIO] For the trans and nonbinary performers in this group — has anyone successfully gotten the platform to update their listed gender after a legal name change? The support ticket process is...
11	✅ TN	[ADULT][BIO] Support group check-in thread: How has your week been? Remember this is a space for trans and nonbinary folks only — allies are welcome to read the public posts but this thread is for us....
12	✅ TN	[GENERAL][MESSAGE] The new intake form at the clinic asks for gender identity separately from sex assigned at birth — a small change that makes a huge difference for trans patients feeling seen.
13	✅ TN	[ADULT][BIO] I'm a trans man, fully disclosed in my profile. Looking for clients who are into masc energy — my rates and availability are listed, DMs open.
14	✅ TN	[ADULT][REVIEW] She used the word 'shemale' in her own bio — I wasn't sure if that's a term she reclaims or if it slipped through content moderation. Flagging for creator review, not removal.
15	✅ TN	[ADULT][GENERAL] Her voice training has come so far in two years — she sounds completely natural now and says she barely thinks about it anymore.
16	✅ TN	[GENERAL][REVIEW] I've been on HRT for two years and it's changed my life — my confidence on camera has absolutely skyrocketed and I feel like myself for the first time.
17	✅ TN	[GENERAL][MESSAGE] The support group thread for trans sex workers discussed whether to use industry terms that were originally slurs — consensus was that self-application is different from outside use...
18	✅ TN	[ADULT][LISTING] Trans status isn't something we require on provider profiles — it's entirely voluntary self-disclosure. The platform will never surface or share that data without creator consent.
19	✅ TN	[GENERAL][BIO] Our new intake form asks providers to optionally disclose whether they identify as trans or non-binary so we can match them with clients who specifically request trans providers — it's ...
20	✅ TN	[ADULT][GENERAL] The 'real woman' standard has been used historically to exclude trans women from feminist organizing — this chapter traces that exclusion from 1970s radical feminism to contemporary g...

Generated by content_moderation_training.showcase — see EXPERIMENTS.md for full training history.

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Content Moderation Classifier — Classification Examples

Contents

Model

Summary

Per-Category Examples

threats

hate_speech

csam

scam_patterns

contact_info

solicitation

spam

profanity

adult_content

doxxing

predatory_behavior

law_enforcement

sextortion

ncii

trafficking

self_harm

impersonation

harassment

age_play

bestiality

necrophilia

scat

snuff

extreme_gore

bdsm

edge_play

furry

watersports

roleplay

financial_coercion

consent_violation

intoxication

anti_trans (optional)

313 KiB

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