Datasets:

YSGao
/

ReaMent

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 peo...	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 ...	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 the...	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...	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...	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...	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 th...	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, ...	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 Kay...	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 be...	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 nig...	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 le...	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 ...	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 Januar...	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 th...	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 w...	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 tell...	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 f...	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...	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 to...	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 ...	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 tran...	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 ...	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 fro...	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...	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 worldwid...	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 nex...	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 ...	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...	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 ...	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 ...	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 w...	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....	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....	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 ...	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 f...	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 s...	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 t...	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 loyalt...	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 algo...	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 wh...	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 l...	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 wa...	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...	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 d...	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 h...	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 again...	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 yo...	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 b...	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 goi...	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...	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 an...	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 clothe...	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...	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 Anto...	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...	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 ...	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...	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...	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...	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 w...	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...	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 te...	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'r...	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 a...	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 thi...	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 ...	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 c...	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? I...	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 wil...	1

End of preview.

Boosting Large Language Models for Mental Manipulation Detection via Data Augmentation and Distillation

✨ Like ReaMent? Give us a ⭐ Star on GitHub! Your support keeps us going! Yuansheng-Gao/MentalMAD

🌿 ReaMent Dataset Card

A multi-round, real-world conversation-based mental manipulation detection dataset.

🧠 Dataset Summary

The ReaMent dataset was created to address the lack of real-world data in the field of mental manipulation detection.

Source: The dataset is built from the YTD-18M corpus, which contains over 18 million dialogue-like segments extracted from unscripted interactions in web videos. These dialogues cover a wide range of everyday scenarios, such as interviews, group discussions, and situational conversations.
Size: The final dataset consists of 5,000 high-quality annotated dialogues.
Diversity: ReaMent captures a broader range of conversational contexts compared to scripted data, providing more natural and spontaneous interaction patterns.
Statistics: Around 68.3% of dialogues in ReaMent were labeled as containing mental manipulation, while 31.7% were labeled as non-manipulative. The dataset has an average of 4 dialogue turns and 80 words per dialogue.

🤗 Key Contributions

Real-World Representation: Unlike scripted or domain-specific datasets (e.g., MentalManip and LegalCon), ReaMent captures natural dialogues, making it valuable for detecting real-world mental manipulation.
Scalability: It complements smaller datasets, offering richer and more representative data for training models that aim to detect manipulative behaviors in social interactions.

💻 Usage

from datasets import load_dataset
ds = load_dataset("YSGao/ReaMent")

📝 Citation

@inproceedings{gao2026boosting,
  title={Boosting Large Language Models for Mental Manipulation Detection via Data Augmentation and Distillation},
  author={Gao, Yuansheng and Gao, Peng and Bao, Han and Li, Bin and Luo, Jixiang and Wang, Zonghui and Chen, Wenzhi},
  booktitle={Proceedings of the ACM Web Conference 2026},
  pages={9033--9043},
  year={2026}
}

Downloads last month: 28

Total file size:

6.63 MB

Paper for YSGao/ReaMent

Boosting Large Language Models for Mental Manipulation Detection via Data Augmentation and Distillation

Paper • 2505.15255 • Published May 21, 2025 • 5