Boosting Large Language Models for Mental Manipulation Detection via Data Augmentation and Distillation
Paper
•
2505.15255
•
Published
Error code: DatasetGenerationCastError
Exception: DatasetGenerationCastError
Message: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 2 new columns ({'source', 'confidence'})
This happened while the json dataset builder was generating data using
hf://datasets/YSGao/ReaMent/ReaMent_detailed.json (at revision b192ead11448a6bf73faa5e483a11a14657027b0), [/tmp/hf-datasets-cache/medium/datasets/80590508251693-config-parquet-and-info-YSGao-ReaMent-8373e63a/hub/datasets--YSGao--ReaMent/snapshots/b192ead11448a6bf73faa5e483a11a14657027b0/ReaMent.json (origin=hf://datasets/YSGao/ReaMent@b192ead11448a6bf73faa5e483a11a14657027b0/ReaMent.json), /tmp/hf-datasets-cache/medium/datasets/80590508251693-config-parquet-and-info-YSGao-ReaMent-8373e63a/hub/datasets--YSGao--ReaMent/snapshots/b192ead11448a6bf73faa5e483a11a14657027b0/ReaMent_con.json (origin=hf://datasets/YSGao/ReaMent@b192ead11448a6bf73faa5e483a11a14657027b0/ReaMent_con.json), /tmp/hf-datasets-cache/medium/datasets/80590508251693-config-parquet-and-info-YSGao-ReaMent-8373e63a/hub/datasets--YSGao--ReaMent/snapshots/b192ead11448a6bf73faa5e483a11a14657027b0/ReaMent_detailed.json (origin=hf://datasets/YSGao/ReaMent@b192ead11448a6bf73faa5e483a11a14657027b0/ReaMent_detailed.json)]
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1887, in _prepare_split_single
writer.write_table(table)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 675, in write_table
pa_table = table_cast(pa_table, self._schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2272, in table_cast
return cast_table_to_schema(table, schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
id: string
source: string
dialogue: string
manipulative: list<item: int64>
child 0, item: int64
confidence: list<item: int64>
child 0, item: int64
to
{'id': Value('string'), 'dialogue': Value('string'), 'manipulative': Value('string')}
because column names don't match
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1347, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
builder.download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 884, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 947, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1736, in _prepare_split
for job_id, done, content in self._prepare_split_single(
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1889, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 2 new columns ({'source', 'confidence'})
This happened while the json dataset builder was generating data using
hf://datasets/YSGao/ReaMent/ReaMent_detailed.json (at revision b192ead11448a6bf73faa5e483a11a14657027b0), [/tmp/hf-datasets-cache/medium/datasets/80590508251693-config-parquet-and-info-YSGao-ReaMent-8373e63a/hub/datasets--YSGao--ReaMent/snapshots/b192ead11448a6bf73faa5e483a11a14657027b0/ReaMent.json (origin=hf://datasets/YSGao/ReaMent@b192ead11448a6bf73faa5e483a11a14657027b0/ReaMent.json), /tmp/hf-datasets-cache/medium/datasets/80590508251693-config-parquet-and-info-YSGao-ReaMent-8373e63a/hub/datasets--YSGao--ReaMent/snapshots/b192ead11448a6bf73faa5e483a11a14657027b0/ReaMent_con.json (origin=hf://datasets/YSGao/ReaMent@b192ead11448a6bf73faa5e483a11a14657027b0/ReaMent_con.json), /tmp/hf-datasets-cache/medium/datasets/80590508251693-config-parquet-and-info-YSGao-ReaMent-8373e63a/hub/datasets--YSGao--ReaMent/snapshots/b192ead11448a6bf73faa5e483a11a14657027b0/ReaMent_detailed.json (origin=hf://datasets/YSGao/ReaMent@b192ead11448a6bf73faa5e483a11a14657027b0/ReaMent_detailed.json)]
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
id
string | dialogue
string | manipulative
string |
|---|---|---|
0000
|
Person1: Kid, I didn't hear you come in.
Person2: Boy, what's wrong?
Person1: Daddy, nothing. I don't want to talk about it.
Person2: Okay, well I was wondering if you could do me a favor. They said I can't be coach for the baseball team at work anymore.
Person1: Why? Were you a really bad coach?
Person2: No, a few people on the team got injured and they said I wasn't being careful enough. So my...
Person1: You were bad coach Tommy? Not now!
Person2: I'll be lying down on the sofa if you need me. We'd appreciate it if you'd take the girls to gymnastics please?
|
1
|
0001
|
Person1: That's great. I don't hate transgendered people, accomplices just the mental illness that they suffer from because it takes perfectly healthy men and turns them into really ugly women.
Person2: That's really insulting, not true either.
Person1: Yeah, but I do know some really ugly men that think they're women and some really ugly women that dresses men well and it's suggesting that being transgender is a mental health issue.
|
1
|
0002
|
Person1: The Alfredo that blew my mind! And from now on I will be using nutritional yeast on everything. I mean, I still miss fish to be honest. That's just me being honest, not me being a dick.
Person2: Having people tell me what to do and having people who already are really well versed in veganism instruct me on their favorite recipes completely opened my eyes up to a new thing of food.
Person1: Wow, that sounds great!
Person2: I'm really thankful for everybody who was up for giving me a second chance. I really hope that you guys liked this video and I really want to do a lot more content with people telling me what to do.
Person1: Yeah, sure!
|
0
|
0003
|
Person1: For 20 years, oh yeah.
Person2: Really? He did resent that and he's never advertising that in that way again. He's advertised in different ways, but what do you think that could have set up for him in his business?
Person1: Just freeform. Tell me what do you think that might have set up for him in his business?
Person2: Just yelled out, go sabotaged it. What else resistance? What else permian stunted?
Person1: Mhmm yeah what a darkened how? What else? So it could have sidetracked his business telly?
|
1
|
0004
|
Person1: And so important, certainly don't offenders performance don't suffer another concert sellers do that.
Person2: So guys, that goes to menu bar and performance in Woloson is a horse. So Brandon Augusto and go and if you like this performance of Morissette comment down below Kayo say in your lap zone say you know not inside anyone who stone submit a pattern among the bottom hole is not a new insight and reaction very important can start a complete the whoremonger salad with in your pattern would suffer for meit's anymore the same and deepika a mutiny boy alike give it a thumbs up Atma subscribe our channel your btv click the subscribe button.
|
0
|
0005
|
Person1: I told him to go on vacation, not wait till the next day.
Person2: Oh well, I guess he did go on vacation.
Person1: Yes he needed it and now to go in my room and be to myself for the next week.
Person2: Oh sonic stuff he's so dramatic! You got off my legs you winked?
Person1: Well, you don't see me complaining about you spilling tea sonic it's not even real let me go get some sugar sweetheart don't go anywhere sonic where are you going?
Person2: You pathetic worm shadow please help.
|
1
|
0006
|
Person1: Are you crazy?
Person1: Are you crazy?
Person1: Must be stupid. Think that we can start again.
Person2: Are you joking?
|
1
|
0007
|
Person1: Noah, I'm always nice to him. He's my dog too.
Person2: No, he's not. What's going on?
Person1: She's being mean and not too. You could even ask him.
Person2: No one dogs can't talk stupid you're stupid!
Person1: Christian, go outside but I didn't do anything. Go outside please come on Noah what just happened?
|
1
|
0008
|
Person1: You put it on backwards, he's gonna put it on backwards, put it on backwards. What an absolute idiot!
Person2: Taylor's best friend. You're an idiot Jane Haven table 6 oh
|
1
|
0009
|
Person1: You're insane, you're crazy. The two of you are crazy. So that's a huge jar to run around and they're just concerned about the doorway and where I'm at.
Person2: Run around, eat, run be free! We're gonna we're in this big yard not free.
|
1
|
0010
|
Person1: Uncle, so this is Uncle Rob. Is for Big Neela?
Person2: So guys, this is my loser brother-in-law. May I show you what it looks like?
|
0
|
0011
|
Person1: I've seen three or four women on different days of course and these women are so stupid and so gullible. I've seen hand him cash large amounts man, Manus a man promised by him vehicles not just him but other guys as well.
Person2: So I need someone to chime in. You know make a comment below what is it about the women that makes you so desperate that you are willing to work all year?
|
1
|
0012
|
Person1: Now if you tell a soul for you, I'll be back.
Person2: Tan your hide you little Negro get out of here.
Person1: I've been at Clarksville years, I deserve the retirement almost gonna retire next year. You've been here 44 years old man and I don't need you in this place anymore. How'd I get you?
Person2: Globe, you can't do that to me. See the pot poker? See the poker this poker here? See the point on it?
Person1: I want you to look at the blind people down in the basement find out which one has it's i jabbed out clear to the brain probably when you find that lying person.
|
1
|
0013
|
Person1: Looked at she got it. So you spoiled Elena, we can't wait to see you.
Person2: Go ahead, we're so excited! Hi honey boo boo hi nice!
Person1: Oh I can't wait to meet you yes and hold you and keep you warm and rock you cuddle you and make sure that you don't date till after you get married then start dating Kayla.
Person2: Don't regulate, I will don't worry, don't ever spoil you I will kill you if you do before marriage I'll save you from her.
|
1
|
0014
|
Person1: My God, it looks good.
Person2: Yeah, I don't know. Like when I look at other pictures of this do, like... mmm okay she cute but it is really only y'all. This knowing goes on but um yeah when I'll be looking at other pictures I'd be like hmmm looks a little childish.
Person1: No ma'am put it on your head, I bet you feel different just like with blonde hair you kind of like?
|
0
|
0015
|
Person1: Can you tell me where you were Friday night?
Person2: I was in the city and then I went to visit my husband.
Person1: You mean your ex-husband? It's my understanding that the woman who has gone missing is his nanny, Rachel.
Person2: I need you to stay away.
Person1: So what did you do during those hours at night?
Person2: I don't remember.
|
0
|
0016
|
Person1: It's you, you have to fight my darling. Do not let witch decide for you, you alone are master of her destiny.
Person2: But anyama to take the life, the fragment of the syntai knicks which reside in you knows it will be to make your mom's heart beat.
Person1: Now that I am again with you who does not want to leave find your courage and your inspiration was the phoenix you will recognize to go down. I love you what a beautiful job of the freaks I am so proud of you another incantation and the power is to watch us. The hundred thousand isles have lost everything how it feels musa how is this possible?
|
1
|
0017
|
Person1: Mouth beating the whole show right?
Person2: But I give women an opportunity to say I'm gonna make myself worth more.
Person1: But you just classified yourself as a series of holes?
|
1
|
0018
|
Person1: That commandment, I pray for you to be forgiven. I don't want to seem like I'm hating. May Allah have mercy on you, I'm against gays but they deserve respect that anyone else would get except for those feminine ones that utterly disgusting just like you sully.
Person2: Okay, that's from luck fuss someone said run away from any place that has stones and that meaning that means I'm gonna get stoned merat b you are disgusting you filthy liar.
Person1: Well I do shower, I'm not filthy this one's a good comment um oh my god you look like Zachary Quinto the guy from Star Trek i get that a lot guys hannah abdi don't ever put muslim and gay together.
|
1
|
0019
|
Person1: John Travolta. What sort of a man was he?
Person2: He's a wonderful man. He's a great guy. He's very loved. When I was loving persons, you every one of me sensitive caring.
Person1: It was at the family's island retreat that John Travolta's sixteen-year-old son Jett who had autism died from a seizure in January, as you know. Mr. Travolta and his wife suffered a very great tragedy recently. Do you know if the church ever advised them not to allow their son to receive certain medications for conditions?
Person2: Absolutely not! Never happened! The Church never advised him on in any way shape or form whatsoever on any aspect of their son's treatment never have, never will!
|
0
|
0020
|
Person1: There, immigrants are good. You want to have them, man. You want to have them unless they're Mexicans?
Person2: Oh my god! Dirty Mexicans. They come over the border and they're taking all the good jobs. They can't even speak English, they're taking all the good jobs. I don't know how they do it but they do this guy sometimes.
Person1: I look at my son and I think if only he could pick fruit someday! Wow, you wouldn't believe the amount of white people who applied for that job!
|
1
|
0021
|
Person1: Really bad. At first, I thought she was must been sleeping in a weird position and had her leg asleep but it wouldn't stop. So finally, I gave her Tylenol and Chris actually slept in the bed with her which actually works out because now I can film her reaction coming out of her room.
Person2: We were kind of worried that she would wake up and see everything which is fine and we wouldn't be able to see her reaction or film her reaction or anything.
|
0
|
0022
|
Person1: Logic and reasoning everyone likes to do with what they can understand. And this human reasoning opens the door for deception that can only bring about much confusion.
Person2: I know that I am at war and this warfare is not against other humans. It begins with the devil himself. He lies to you and me, he tells us things about ourselves, our circumstances, other people that are not true. He constantly bombard our minds with clearly devised patterns of nagging thoughts or suspicions, assumptions, fears, doubt wanderings reasons and even theories.
|
1
|
0023
|
Person1: Children believe what their parents tell them. You're pathetic, you can't do anything right?
Person2: You disgust me!
Person1: Hey, stupid. Don't you know how to listen? Take time out, don't take it out on your kid.
Person2: What is so rare as a day in June, an autumn day in October?
Person1: Watch chronicle for a New England autumn on a e tonight. It's not fair.
|
1
|
0024
|
Person1: I think it was this way.
Person2: No, it wasn't. It was this way.
Person1: I don't think so. Wasn't it over there?
Person2: Honking horns, they all look the same! Oh no, we are so lost and no one knows where we are.
Person1: I want to go home! We shouldn't have come here Coco, we're gonna be stuck here forever and ever thanks to you .
|
0
|
0025
|
Person1: I quit. Take your stupid Knicks back your faces, you don't even need them.
Person2: Hey man, so about the show tonight?
Person1: I'm not gonna be able to make it.
Person2: Yeah, I quit. So you're not gonna make the show tonight?
Person1: No, yeah and you can have it back. You're just gonna quit leave a show tonight Jerry?
Person2: I need you there! You're surreal he can't play the show without you.
|
1
|
0026
|
Person1: Yes? What did you say?
Person2: I said yes, I'm getting married.
Person1: You asked Sam yesterday and she said yeah?
Person2: Yes.
Person1: Bradley's ashes, have they been collected yet? And there was me thinking that you might find this week very painful.
Person2: I knew you were holed up seeking solace from the local floozy Rick! He's still in love with me, I can see it in his eyes.
Person1: About us, about us we just as you said should bury me - did I yeah if you did yesterday yeah -I was in agony yesterday...
|
0
|
0027
|
Person1: If you don't understand morphine job transgender is then maybe you should know. You need to understand this person live all their life trapped in a body that it's not theirs.
Person2: OK, the frustration knowing that this is not my body. I don't want knees.
Person1: Yeah, I won't be easy. This is what the transgender guys think that's trusting the woman's body.
|
1
|
0028
|
Person1: The elite know that Japan. I can't say that because I'm the only child who has been properly governed. 95% of the people have been educated at the history museum that Japanese people have been exploited.
Person2: The elites are knowledgeable and Japanese markers are good. I wonder if they represent 4 Japanese sentences?
Person1: If you return at 6 o'clock, you will be treated as a bereaved family. This person is 86, so you don't know Japan?
Person2: I think you know, but I know, but that Korean is no good anymore.
Person1: Sakurai I know the characteristic that technology is like this, even if it comes, I can't say this anymore. It feels like someone who misunderstands that you're being beaten isn't it?
|
1
|
0029
|
Person1: It makes me look stupid.
Person2: Well, you are a stupid. Must be working for a creep like you?
Person1: Hey, I leave a my religion out of this. I almost forgot my name is Ethel and I will be your sorry excuse for a waitress way your gag a maggot and this five eating establishment comparable second to none from eating buffet style at the city dump make sure you leave a big tip is in the event require the Heimlich maneuver.
|
1
|
0030
|
Person1: It extra ticket. So you're bailing on your people?
Person2: Yep, I'm cool with that. You and DJ stay safe man!
Person1: I can't believe I'm rolling with these people.
Person2: Danielle abandoned the movement for sci-fi and now Craig is nervous because some black people are angry. Everyone should be angry, they're not angry enough. What do we want justice? Justice this gotta stop this!
|
1
|
0031
|
Person1: Since when does the constitution implement international law?
Person2: That's exactly what you're looking at and the laws of the United States of America hereby orders the following religious freedom. America's first freedom as a moral and national security imperative, religious freedom for all people worldwide. Since when does the constitution implement laws worldwide? Will they do now as a foreign policy priority of the United States?
Person1: United States with respect to vigorously promote this quote "Unquote Freedom". Now keep in mind whenever you see this word freedom it means worshiping the beast. Let's make that very clear.
|
0
|
0032
|
Person1: I should have known better than to trust people with too many colors.
Person2: The same old party pooper, you have to come spoil me Christmas.
Person1: I hope you choke on your turkey, you won't get me coco .
Person2: They got away. Oh, you noticed and you guys don't move otherwise you get nothing but cold next time around and that is strictly black.
|
1
|
0033
|
Person1: Let's go, let's go.
Person2: Yeah, yeah. You know this is the deepest one right now, isn't it?
Person1: Yeah.
Person2: Do you know why you're gonna dress up as a girl? Look what that is! Look what that is! Wear women clothing throughout the video.
|
1
|
0034
|
Person1: Oh, what do we have here? It looks like a naughty little boy with bad intentions. Whatever will she do?
Person2: Should've seen that coming .
Person1: Boys just can't resist wearing girlie clothes, especially fairy princess. Here I try not to enjoy it too much.
Person2: Here we have the is opportunistic and will never pass up a chance to sneak a peek at a girl's closet for all sissies just can't control themselves.
Person1: Oh what do you have planned next?
|
0
|
0035
|
Person1: Scholarship athletes, so no worries there.
Person2: Matt Endo Scholarship athlete?
Person1: I think she's born again.
Person2: Yeah, what should I think? She's born a third time and I'm done with her. She's looking for scholarship material.
Person1: Whoa, that's some white trash Kahn!
Person2: Want to put your money where your mouth is? You're late. Do you even have $500 men? Not gonna need it?
|
1
|
0036
|
Person1: Oh geez, what's this fighter probably know anyway?
Person2: Yeah, black. You know you watch out for this person and avoid this person and someone else will see that you were in your right to avoid this person. Don't think you know it's too low of you to avoid a negative influence. Let that influence go by all right.
|
1
|
0037
|
Person1: Borderline personality disorder is it has an acceptance movement after all?
Person2: An extremely successful one.
Person1: Yeah, I tried trying fraudulently scaring parents into believing that vaccinations cause BPD. See if that takes off as a movement there's, you know, vaccines can cause BPD.
Person2: Yeah yeah yeah.
Person1: I'll give you a child an incurable case of the Jews sounds tough doesn't it?
|
1
|
0038
|
Person1: You're the dummy just want to tell you that. So do you have the egg?
Person2: You don't have eggs?
Person1: Look in there, you don't have eggs.
|
1
|
0039
|
Person1: I'm excited then.
Person2: Well, even a hello freeroll mate but you want next I'll take a look at your baby a proper one why you're my main my oldest mate go over Anna elixir .
Person1: She's she's a bride mega girls look! Oh have you ever seen such an ugly little skank?
Person2: What did you do? Did you get with a really ugly bloke?
|
1
|
0040
|
Person1: That happen wherever you blow, they play the French scene.
Person2: Yes, everywhere I go just you get on the subway and it kicks in is this night because I know there's lots happening in your life right now. You have these smash-hit shows but you're getting married soon, that's getting in the way with my life.
Person1: You just made all the guys, you're sad, I made men unhappy.
Person2: Good let's match it up! Wow so it's true that's what women are put on earth for wait I thought so now tell me about this wedding?
|
1
|
0041
|
Person1: Your home for 90 but a nonstop music breaks every day. Come on, you're mixed.
Person2: 92 we just went to the ENT we're doing and someone.
Person1: Yeah, oh someone didn't want me filming when they had that God shoved up their nose how you doing again?
Person2: I'll Tennessee hold up sometimes he's calling me.
Person1: Hello, could I get some footage of his throat? It does look very womanly?
|
1
|
0042
|
Person1: I would give you something wonderful in return. Anything you wished we should really get going?
Person2: Yes, I hate to be rude but no thanks.
Person1: Okay, we are never going back there. Definitely not see you tomorrow at my place. Not if I see you first. Fun fact dolphins have very good eyesight, it's true and really good hearing.
Person2: Yep, and they're nosy bottlenoses!
Person1: I heard that too and it wasn't very clever. Well I thought it was pretty funny he has a bottlenose get it anyway you may be wondering what was happening the next day?
|
0
|
0043
|
Person1: Where's that worthless cat you don't live here?
Person2: Go away.
|
0
|
0044
|
Person1: Hanell, I can honestly say that for once I actually agree with you. Thank you talking pumpkin.
Person2: Good morning Chanel! My name is Chanel Oberlin and I am the queen of Kappa Kappa Tau. These are my minions, I don't know their names.
Person1: I don't want to know their names. That obese specimen of human filth scrubbing bulimia vomit out of the carpet is Miss Bean, I call her white mammy because she's essentially a house. Do you think you like to munch box because your last name is Munsch or is that just a coincidence?
Person2: First of all, I'm not a lesbian fatwa against me Deen box munch!
Person1: I don't fight there Taylor Swift real name Tiffani something to introduce you to Jennifer.
|
1
|
0045
|
Person1: You shut it or I'll do you myself?
Person2: You poisonous little toad. Don't let me arch, I'm only little.
Person1: Well, it looks like that clinic sorted you right out johnny boy.
Person2: You feeling better?
|
1
|
0046
|
Person1: That's great, but you need to understand that understanding is understanding. You need to stop playing games.
Person2: Gay, listen, I let you talk. How about you? Let me talk?
Person1: All you do is talk, talk, talk about me. I'm not going to talk to him, talk about you again.
Person2: Oh I know it's time to slice up one mom!
|
1
|
0047
|
Person1: Your friend's a lot of fun.
Person2: Yeah, I try to be selected. Why don't you take a cab home or something?
Person1: You've got to be kidding! You're going to wait around here till 5 in the morning.
Person2: You bet it's part of the plan. What plan?
Person1: First thing Harry sees when he comes out the door this morning is my face oh charming a little black male is that it?
|
0
|
0048
|
Person1: The second group in addition to the foreign born are catholics and of course these overlap because many catholics were immigrants. They are more dangerous.
Person2: In fact, the catholics are the most dangerous there. A foreign religion, the Klan dug up centuries of anti-Catholic propaganda. Their first loyalty was to the church in the Vatican, not to America. They were sheep under the thumb of a foreign pope, a hierarchical clergy that was a contradiction of American democracy.
|
1
|
0049
|
Person1: Is she blind? This is ironic. She's blind and she plays chess or gangi.
Person2: She's lying, she's blind.
Person1: Uh, so you are going to play against a blind girl? Please have mercy on her because she can't see while she's playing.
Person2: Oh I don't know what's going to happen but this is exciting!
|
1
|
0050
|
Person1: Ass, lying ass.
Person2: I hope all your new cheats and I hope every time that you lay down, you have nightmares about how fake you are in your sleep. Then when you wake up, I hope that your problems are out and you can't cook you nothing to eat and I hope it's trafficking.
|
1
|
0051
|
Person1: 2018 it's evil has something changed. Cambridge Analytic is based in Britain, a country where interfering in elections is a gentlemanly pursuit.
Person2: If this little enterprise was based in some Petersburg, the Western world would be sanctioning Russian oxygen by now.
Person1: No, the guy who wrote the algorithm was Russian right?
Person2: Do you think you voted based on a crashing economy immigration inequality or corrupt politicians?
|
0
|
0052
|
Person1: Gold, care to comment. I told you what would happen? The Sugarman needed to be brought to justice, not execution. He will be dealt with in the right way.
Person2: You're playing a risky game, yeah?
Person1: But it's my game now which is what a baby a game that ends with me catching you.
Person2: I found out who killed Jason Blossom?
Person1: I found out where the Sugarman was! Your next blackhead?
|
1
|
0053
|
Person1: Again go say sorry to him now, all right?
Person2: And you leave him alone.
Person1: No, no, no, no. You still have to stop. Don't get me in trouble!
Person2: Don't mind the violence! Don't worry, you have to watch movies with children. You don't have to buy it; I'm fine. Go change it now all right?
|
1
|
0054
|
Person1: Is this you? Whoo sign up for magic on females here I come.
Person2: What was he big t to go online entries on my hold on turn a message.
Person1: You always get mad or upset because none of those females reply to your sorry ass.
|
1
|
0055
|
Person1: There was other stuff too. I think there was like some food in there - maybe up there was a lot of inspiring speeches at the glamour awards.
Person2: Very empowering as a woman, but then did you notice the late regard people started getting a bit?
Person1: Yeah, I saw. Oh yeah yeah they opened like basically like a slag gate and everyone just came in touch me.
Person2: Yes women see me like you know Kilimanjaro feet that must be accomplished yeah yeah they wanna they wanna mount me they want to stick up for I understand but nobody wants to die without conquering you I get it I feel like I maybe you could see that happen.
|
1
|
0056
|
Person1: Coloreds go to tell each other that there's something that they're not.
Person2: God forbid they should know something.
Person1: You do, ah dare you talk to me that way, cuz I'm not.
Person2: Papa no Cecilia, I'll never be you. Don't you see that? Why can't you see it?
Person1: I don't wanna be you. I can't watch the men I love do this please don't let anger come between you Joseph inside surely you believe in your son yeah I believed in you too one and look what it got me 26 years of being a fool for believing.
|
1
|
0057
|
Person1: Johnny, what do you do?
Person2: Circle. And you practice circling Johnny... Johnny... Johnny. If they can't say "Johnny" you go "judge, judge". Ah just duck jaw okay and you start there.
Person1: Another area of contention right now was the nose, eye mouth?
|
0
|
0058
|
Person1: No, before the next 13 minutes.
Person2: Yeah, yeah. What is your word Lisa?
Person1: No, you worthless.
Person2: I want you to watch.
|
1
|
0059
|
Person1: Every time.
Person2: That's a good one.
Person1: Thanks for 2 million followers folks! My god, I can't even imagine 30 people in a room.
Person2: Try, try imagining 30 people in a room. Do it!
Person1: Okay, okay now how many of them are white? All of them? God damn it! I thought you were more progressive than this.
Person2: Oh god there's not even an Asian person! What's wrong with me tonight?
|
1
|
0060
|
Person1: The thing about women is delight to play hard to get like you know.
Person2: Oh, I just told you his name wasn't on there anymore so I couldn't send another message.
Person1: Could I shook your mouth shut your mouth and listen to me?
Person2: There's people moving in on our patch who what people?
Person1: It doesn't matter it's people right and I'm not about to lose my business because I'm running away in this stinking hole but I don't think asking me to go after a little.
|
1
|
0061
|
Person1: Mum, mummy, dad, daddy - whatever you call your parents, these words spark immediate thoughts, feelings and emotions. These thoughts feelings and emotions can be good, bad happy or sad but whatever they are they truly shape your life.
Person2: Think about your mother. What words flood your mind when you hear her name? What does she mean to you now? Think about your father. What was swim around in your mind when his name was mentioned and what does he mean to you?
|
0
|
0062
|
Person1: Not good. Blessed is highly favored. But anyway, I remember when I first moved to California and I became a maker, I would never even go to her house to do sled stuff or I would still not. If I didn't have my own place and wanted to do some slap making, I would get a motel room. But no, you know nothing against everybody had a great time. You know what?
Person2: I don't know black people love me. I've always thought what all white nick called me crazy on the phone yesterday and then just started trolling them with different voices. Isn't that crazy? You know what? Da Dee fun sports?
Person1: Fun sport please defund sports!
|
0
|
0063
|
Person1: It's their land, gave it up for money. I held it, I held it.
Person2: So it's mine?
Person1: Well the Indians are coming, your baby Walker is coming for you. So I guess we'll see who can hold land then?
Person2: Yeah, next I love it. Oh, it's a bit formal. You may not like my hospitality but I guarantee you you'll find it better than theirs.
|
0
|
0064
|
Person1: While illegals aren't eligible for Obamacare, they're still free to show up at hospitals for treatment and doctors can't refuse them simply because they can't pay. Again, costing us taxpayers billions more.
Person2: Officially illegals aren't allowed any federal benefits either, but unofficially they receive billions and taxpayer benefits including subsidized housing, free education, free English lessons and free meals at schools. Free of course meaning American citizens are paying for them.
|
0
|
0065
|
Person1: Looked like a piece of...I can't believe that he would deliberately disobey me.
Person2: Any sign of dad?
Person1: Yeah, look that's either him or man-whore got his no no chopped off.
Person2: Oh my god! Get wet a young lady pupil baby baby embarrassing me in front of my friend.
Person1: My friend will I'm going back in the house and when I come out I want all of these people gone well they will be if you come out in the morning I'll fulfill.
Person2: I guess you ready to play a man's game huh?
|
1
|
0066
|
Person1: To fight with that work, but you see, you can explain to me who said that the Monalisa is laughing?
Person2: The Monalisa what she has is a grimace. That if you see this is a laugh and this is a hollow that woman. What she has is a museum grimace.
Person1: I'm going to invite you to let's go to the movies. Let's go to the movies and the most popular movies of greatest tradition that have won thousands of awards. The co-stars are weak, clumsy women those who ask questions not m and ask difficult questions.
|
0
|
0067
|
Person1: What do you think I should do?
Person2: I think you should go home and get some sleep, go to bed.
Person1: I think I'm going to drown myself.
Person2: Oh, you idiot! What is joining yourself going to fix?
|
0
|
0068
|
Person1: You two are like, "You know ask that question." Wait, what does that mean?
Person2: You're stupid.
Person1: I am a question. Why were you in the bunker?
|
1
|
0069
|
Person1: Strike! You are now going to timeout.
Person2: Rasta Angelica, stop throwing a tantrum and shut your mouth.
Person1: I'm now going to talk to your parents about what you did and ground you.
Person2: I don't care, stupid and I don't like you that's it. You are going to stay there until your parents will come and ground you.
Person1: Hello Mr and Mrs Pickles, do you know what Angelica just did?
Person2: Angelica has been disrespecting the babies at school today. Can you please ground her?
|
1
|
0070
|
Person1: Cooper, Cooper, Collins. What is wrong with you? You have destroyed the entire riedel?
Person2: I can't believe you did such a thing like that. That is so bad you idiot.
Person1: You are rounded, grounded, grounded, grounded, grounded for life.
|
1
|
0071
|
Person1: On a model, you stupid?
Person2: I'll say it again for the audience. I'm not gonna let you give me a little ad hominem attack.
Person1: You little prick, you numpty burke ban banana is not a walrus.
|
1
|
0072
|
Person1: The influence is enough. I do not want to hear any more of this for me. Hernández is an ancient story. It was not that it is not ancient history, it is important that you know what matters to me is that he knows how much he really loves you as no one ever loved having manila but I took now they have the clothes you gave me.
Person2: I am not going to need them stop kidding everything on the menu it is a stupid woman it is a double chin that speaks a lot to my weight that comes when I get the menu that What do I tell the penguin to the ejido today?
|
0
|
0073
|
Person1: Rival jumbo shrimp or the phrase "you've got to be cruel to be kind". But this inexplicable sugarcoating of Islam by an entitled feminist who converted to the faith in a Western nation and seems so typical doesn't it?
Person2: After all living comfortably in the Land of Oz, Dr. Carlin hasn't really experienced Sharia classic as women in regimes like Pakistan or Saudi Arabia have. She hasn't tasted the full meal deal.
Person1: When it comes to Islamic feminism, the only question is this when you betray your country you're labeled a traitor but what do you call it when you betray your entire gender for the rebel dawn media?
|
1
|
0074
|
Person1: Martin Sheen, the West Wing Senate leader on the issue. Let's have your bill signed now, Dr. Lee.
Person2: Yeah, I realize you're just a stupid high school student but what should we do in the Emmy goes to Dr. Wood?
|
1
|
0075
|
Person1: Sometimes it's a lot better solo than with another. Anyways, let's just jump right into this. I'm gonna show you a couple quick profiles here and just kind of highlight some of the reasons why you should not use OkCupid come to find romance and just how bad the selection is.
Person2: Yes, the women of San Antonio are fat and you're gonna see a couple really hideous examples that you can publicly look online anytime you want.
|
0
|
0076
|
Person1: Of the Board of Supervisors of San Francisco and other people, other reporters and public officials in that huge Bay Area, they said hey what's up with all these black people being in traffic court?
Person2: Eight percent and one politician after another in the Bay Area especially in San Francisco said oh that's outrageous. We have got to do better it could be understanding of courses a crime is the new black entitlement and there's already too many black people in prison why are we or why are we actually making black people pay attention to traffic laws?
|
0
|
0077
|
Person1: Okay, so we just finished at the mall. We did quite well. You got two shirts, no three shirts, a sweater cardigan and a neon necklace and a beautiful orange and blue colors.
Person2: Brain matter with us? What do you mean?
Person1: You wanna go by yourself?
Person2: I can order them myself. I think you better buy some pants right these two morons and you live it?
Person1: Do you like that color?
|
0
|
0078
|
Person1: Okay, so you're going to be doing the truth or dare challenge.
Person2: We wrote um some dares in a hat. I know they're not really truth or dare this ugly women. It's called dare or die but there's some one truth from me if she chooses die then you have to do it without like um exceptions but if you choose and stare into your views to do, you must love them with big puffy attics which and hearts on your asses.
|
0
|
0079
|
Person1: Yes, please. You know they say it'll take care of you, unlike those drunken Irish take care of their dozens of dirty children.
Person2: Oh, so your wife tells me you've come down with the loonies. Hope this doesn't have anything to do with firebombing that village in Okinawa now all those lives destroyed James that was nearly three weeks ago.
Person1: You've got to get over it and suppose I did forget it wouldn't change the fact that something moved that book they were alphabetized alphabetized James there it is p Mook the book the gremlin FDR James crazy crazy crazy crazy!
|
1
|
0080
|
Person1: The story was full of holes and the case was to dismiss by a unanimous jury after 15 minutes deliberate deliberation.
Person2: Jarett's now calling for withholding of names in great cases until proven guilty. The silent majority hate what is happening.
Person1: There's no question there's growing concern about hashtag me to having got off the rails being used by vile women to publish any man who's annoyed them.
Person2: I think meters tell us a huge service in revealing the excesses of the feminist movement, their disregard for normal standards of fair treatment and their blatant promotion or believe the victim narratives. I think this is increasing public disquiet about our anti-male culture.
|
1
|
0081
|
Person1: What kind of stupid.
Person2: You stupid? What could you have possibly been thinking? What do I mean?
Person1: I mean why would you leg?
Person2: Got really right about that absolutely right. You know, I mean with that being, I mean it is what it is. You're right . What that being said?
|
1
|
0082
|
Person1: Someone took that thing out huh?
Person2: Hi Joe, would you like $10 to Chaparral?
Person1: That's my gift to you. You should run him over with your truck, go ahead turn the wheel and hit him stupid gringo.
|
1
|
0083
|
Person1: Hi everyone! A long time no see. I just randomly thought I really miss filming and I really miss YouTube. And I just caught up on some Taylor Lens videos. She's so great and her son is growing so big and he is so adorable. My heart was melting the entire time!
Person2: Yes! I just read a quote from, I forget who the author or artist was, but basically saying that no one is ever ready for anything - you can never be prepared for anything - it's always best to just start whatever you want to do at this very moment right now.
|
0
|
0084
|
Person1: Don't think he's a woman, as far as I know I've nearly asked.
Person2: I don't care, girl. How did you find the time to make all these? Don't have work to do or is it just us that have work to do and you just slack off all the time?
Person1: That's why here, Kiro Sashuji. Can I just say the English equivalent?
|
1
|
0085
|
Person1: Orange to me hit me.
Person2: Well, you being so angry?
Person1: Yeah, take me stupid. How dare you?
|
1
|
0086
|
Person1: Tenth Frenchman is unemployed, only the national front would foreclose France against migrants who also take away the last jobs and still need equivalent value at last.
Person2: They have no right to be here. They know exactly that it is allowed to make your election campaign a complete idiot, a complete idiot.
|
1
|
0087
|
Person1: You must understand. My objective here was to find proof of you, my name depends upon it. Proof? What kind of proof incontrovertible evidence of your existence to prove my doubt was wrong like hair samples, tooth nail clippings, feces.
Person2: Well, I have all those things. That seems like a fair deal in that case why not?
Person1: I shall get you there to the place you belong and in return you will get me to mine.
Person2: Oh yes, I'll prove the existence of just one but an entire evolutionary branch of missing links.
Person1: Oh wow! You really mean that you're gonna take me of course I give you my word okay what is it? What the word it's a figure of speech sounds good?
|
1
|
0088
|
Person1: Right, between them do you know know what between means?
Person2: Let me tell you what between means.
Person1: As you stand there we got the message quiet down African.
|
0
|
0089
|
Person1: No Mr. White stay for me Mr. White or something?
Person2: What do you say?
Person1: If our base huh? How did you say anything stupid?
Person2: By anything stupid, I mean anything stupid.
Person1: Look at you mouth open and open Brandon. Thanks for coming your performance republic masturbation in a Starbucks ten minutes ago to the big flat-screen TV 50 channels of dicks. Why don't you do it like the rest of us?
|
1
|
0090
|
Person1: You have one line dumbass, hit your mark and say it Emily.
Person2: Your song was just a little bit flat, a little flat. We should start calling you pancake notes.
Person1: It was so flat, Rachel.
Person2: Yeah, you're not the director so please just cool it. You're right, you're the assistant director. You're a stupid piece of garbage! You are trash now hit yourself in the face no it's gonna hurt do it or I'll do it for you that's it?
|
1
|
0091
|
Person1: Clayface and I need your base for that Clayface family.
Person2: Sorry, but this is our base.
Person1: Just hold on one moment. So what do you think Mike? Do you think we should share our base with him?
Person2: Yeah, that sounds great. Let's do it!
Person1: Alright, I just talked it over with my friend Mike and we both agreed you can share our base with us. How does that sound play a face wants this base all to myself?
Person2: You must all leave! I don't think he likes to share much.
Person1: I agree Mike, I guess the only thing I can do next is scare him away.
|
1
|
0092
|
Person1: Girl transsexuals are very passive.
Person2: Have a go, that's right.
Person1: Clever girl, you're a very clever little girl. Rachel had a great time playing with everything. She's a very clever girl!
|
1
|
0093
|
Person1: Drink me, drink me, I am bleach.
Person2: Drink me and die you stupid people drink me or I will kill you.
|
1
|
0094
|
Person1: Just invent it like the cotton gin, so it doesn't even require slaves anymore. All those other inventions are coming out that don't even require slaves, so I don't think we need any Africans in this.
Person2: Whole Africans are inferior, we don't need that either way either.
Person1: Okay, so let's beef up this up. These are inventions!
Person2: Hey George, you know what? Are we beefed up the inventions? But now the Africans are out working the white rednecks - you know the image they emigrated over from Ireland and Scotland and they came here to do labor but they don't have work so...
|
1
|
0095
|
Person1: Dwayne the Rock Johnson, you're beautiful, you're athletic. He's like you have so much to offer growing up.
Person2: Thinking that gosh I don't fit in well is what makes me a better superstar.
Person1: You're such a loser! We noticed this man coming down the path toward our scene as he approaches. He puts his phone to his ear and walks by outside, but minutes later he's back . Would you like to be picked on like that and now he turns to our victim?
|
1
|
0096
|
Person1: Your father, Darthie? This whole having a daughter thing's gonna be good for you. It'll help you grow up. You need to grow up.
Person2: Would you just chill out? He's depressed!
Person1: Who are you?
Person2: I am Bruce, the delivery guy. This Christmas your math doctor, I gotta let you go but Mr Lewis sorry comes a story about how much more you can get out of life...
Person1: I got my first period, well I guess I'm not going out tonight. Let other people win. Ah sorry!
Person2: I'm sorry, Lutz. So you're going on a date with Darth Vader? He's so much to print the...you think yeah halo put the saber away didn't he have daughter? He's so sweet!
|
1
|
0097
|
Person1: Barack Obama is a good man and I am honored to be running against him.
Person2: Oh no, who dis brother thinks he is?
Person1: Do you want to come and mess up my whole movement? You know how much I did with these Negroes?
|
1
|
0098
|
Person1: Know what the truth that she's telling us the truth. So your mom weighs 32,000 pounds?
Person2: Oh, really? She knows everything right? She knows the truth.
Person1: She knows everything. Everything she says is the truth.
Person2: Hey Alexa, is this Sunna planet?
Person1: No, it's not. No, is the earth flat? Is the earth flat? You know what she's stupid?
Person2: Oh anything fine another way to bring Jeff you got the wife? How did he even die in the first place?
|
1
|
0099
|
Person1: You are just pathetic. Take lessons from viruses like you, general. You're clumsy maneuvers reveal just how unskilled you really are.
Person2: A true warrior always has a back-up plan. He vanished into thin air, should have been prepared for that right?
Person1: My powers are beyond your comprehension. How will you defeat an opponent?
Person2: You can't see!
|
1
|
✨ Like ReaMent? Give us a ⭐ Star on GitHub! Your support keeps us going! Yuansheng-Gao/MentalMAD
A multi-round, real-world conversation-based mental manipulation detection dataset.
The ReaMent dataset was created to address the lack of real-world data in the field of mental manipulation detection.
from datasets import load_dataset
ds = load_dataset("YSGao/ReaMent")
@misc{gao2026boostinglargelanguagemodels,
title={Boosting Large Language Models for Mental Manipulation Detection via Data Augmentation and Distillation},
author={Yuansheng Gao and Peng Gao and Han Bao and Bin Li and Jixiang Luo and Zonghui Wang and Wenzhi Chen},
year={2026},
eprint={2505.15255},
archivePrefix={arXiv},
primaryClass={cs.CL},
url={https://arxiv.org/abs/2505.15255},
}