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Competition To Identify Sexual Predators In Chat Logs
An anonymous reader writes "Researchers from the University of Lugano, Switzerland, and other universities from the U.S. and Europe organize a competition to automatically identify sexual predators in chat logs. The task is described as: 'The goal of this sub-task is to identify classes of authors, namely online predators. You will be given chat logs involving two (or more) people and have to determine who is the one trying to convince the other participants(s) to provide some sexual favor. You will also need to identify the particular conversation where the person exploits his bad behavior.' Their data set covers hundreds of chat logs with dozens of true positives (i.e., chats where one is trying to hit on another)."
Not everyone who solicits sexual favors is a "predator". They seem to be making that leap.
bloodninja: Baby, I been havin a tough night so treat me nice aight?
BritneySpears14: Aight.
bloodninja: Slip out of those pants baby, yeah.
BritneySpears14: I slip out of my pants, just for you, bloodninja.
bloodninja: Oh yeah, aight. Aight, I put on my robe and wizard hat.
BritneySpears14: Oh, I like to play dress up.
bloodninja: Me too baby.
BritneySpears14: I kiss you softly on your chest.
bloodninja: I cast Lvl. 3 Eroticism. You turn into a real beautiful woman.
BritneySpears14: Hey...
bloodninja: I meditate to regain my mana, before casting Lvl. 8 Cock of the Infinite.
BritneySpears14: Funny I still don't see it.
bloodninja: I spend my mana reserves to cast Mighty F*ck of the Beyondness.
BritneySpears14: You are the worst cyber partner ever. This is ridiculous.
bloodninja: Don't f*ck with me bitch, I'm the mightiest sorcerer of the lands.
bloodninja: I steal yo soul and cast Lightning Lvl. 1,000,000 Your body explodes into a fine bloody mist, because you are only a Lvl. 2 Druid.
BritneySpears14: Don't ever message me again you piece of ****.
bloodninja: Robots are trying to drill my brain but my lightning shield inflicts DOA attack, leaving the robots as flaming piles of metal.
bloodninja: King Arthur congratulates me for destroying Dr. Robotnik's evil army of Robot Socialist Republics. The cold war ends. Reagan steals my accomplishments and makes like it was cause of him.
bloodninja: You still there baby? I think it's getting hard now.
bloodninja: Baby?
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bloodninja: Ok baby, we got to hurry, I don't know how long I can keep it ready for you.
j_gurli3: thats ok. ok i'm a japanese schoolgirl, what r u.
bloodninja: A Rhinocerus. Well, hung like one, thats for sure.
j_gurli3: haha, ok lets go.
j_gurli3: i put my hand through ur hair, and kiss u on the neck.
bloodninja: I stomp the ground, and snort, to alert you that you are in my breeding territory.
j_gurli3: haha, ok, u know that turns me on.
j_gurli3: i start unbuttoning ur shirt.
bloodninja: Rhinoceruses don't wear shirts.
j_gurli3: No, ur not really a Rhinocerus silly, it's just part of the game.
bloodninja: Rhinoceruses don't play games. They f*cking charge your ass.
j_gurli3: stop, cmon be serious.
bloodninja: It doesn't get any more serious than a Rhinocerus about to charge your ass.
bloodninja: I stomp my feet, the dust stirs around my tough skinned feet.
j_gurli3: thats it.
bloodninja: Nostrils flaring, I lower my head. My horn, like some phallic symbol of my potent virility, is the last thing you see as skulls collide and mine remains the victor. You are now a bloody red ragdoll suspended in the air on my mighty horn.
bloodninja: Goddam am I hard now.
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BritneySpears14: Ok, are you ready?
eminemBNJA: Aight, yeah I'm ready.
BritneySpears14: I like your music Em... Tee hee.
eminemBNJA: huh huh, yeah, I make it for the ladies.
BritneySpears14: Mmm, we like it a lot. Let me show you.
BritneySpears14: I take off your pants, slowly, and massage your muscular physique.
eminemBNJA: Oh I like that Baby. I put on my robe and wizard hat.
BritneySpears14: What the f*ck, I told you not to message me again.
eminemBNJA: Oh ****
BritneySpears14: I swear if you do it one more time I'm gonna report your ISP and say you were sending me kiddie porn you f*ck up.
eminemBNJA: Oh ****
eminemBNJA: damn I gotta write down your names or something
I already have one.
int hitting_on_me(female F)
{
return 0;
}
Ta-da.
It isn't always obvious because efforts to get into someone's head aren't always obvious.
Some people will attempt to groom a chat participant - they will ask more or less innocuous questions, but occasionally throw in one that is just a shade less innocuous than the others. Over time they will push the limits, until eventually some of the most outrageous stuff seems like it's just par for the course from this person. They'll couch all of this in the guise of being a mentor or friend, will back off if their target gets a little iffy, but will try to reconcile and take another tack. When this method is used against a target from a vulnerable population (kids, for example) it's scary how effective it can be and how easily even people who are not in vulnerable groups get taken in (see: people who fall for scams).
Eventually predators will shift to a more active part once their target has been willing to talk openly about previously forbidden subjects, and they'll attempt to get a cam session, phonecall, pics, meetings, whatever. The target might agree to go on cam or to pics, and at that point the predator has them - "Hey, if you don't keep doing this I'll post those pics/videos everywhere" etc.
It's easy to recognize the obvious and unsubtle ones, but it's a lot harder to recognize (from a relatively small sample) the more crafty ones unless you're an outside observer. For example, if I were someone being groomed by a predator as I described, I might not balk at a question as to whether I had pubic hair since I'd already been conditioned to trust that person. But if I were an outside observer it would be obvious that is untoward - unfortunately for many people targeted by predators, no outside observer is there to kind of make them realize what's going on.
As a researcher who often works with young people who have been exploited or put at risk, I've been given chatlogs from predators like the ones I've described above and was just astonished at how things progressed. However, quite a few of the skeevy questions that were asked by predators were ALSO asked in completely innocuous relationships and in that context were not nearly as skeevy. Just flagging based on questions or terms isn't enough - it's a context that needs to be understood.
The goal, I imagine, in the case of this contest, would be to help automate the process of that "outside observer" to have the software check for suspicious behavior/history and throw a flag once it passes a certain threshold but BEFORE the target gets exploited, and possibly to minimize the number of false positives so that extensive resources aren't wasted on non-predatory relationships.
Ethical considerations aside, it's an interesting problem and could be applied to a number of areas where you're attempting to detect non-obvious manipulative behavior in any kind of multi-party interaction.
Since I can't tell them apart, I treat all ACs as the same person.
Agreed, I'd feel a lot better if part of this competition was zero (not "acceptably low") false positives. Some backwards places in the world (yes, I am speaking specifically of America) being accused of sex crimes is a Bad Thing and will ruin your entire life, even if the accusation is baseless. It is not acceptable to create an algorithm that will ruin innocent people's lives with some probability, if used for its intended purpose.