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toxic_comment
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your thinking is the train wreck of stupidity lib troll , the opposition is better even if they do nothing | {"toxic_content":true} |
how can you pull such bullshit out of your arse | {"toxic_content":true} |
bill clinton has used his power to extract oral sex from starstruck 20ish interns in the oval office . | {"toxic_content":true} |
some at a very young age by this woman and her rapist pedophile husband . | {"toxic_content":true} |
they compound their shame when they elect crude louts like trump . | {"toxic_content":true} |
you can always count on the ignorant to display their lack of knowledge . | {"not_toxic":true} |
clicking on the link to this story makes me feel stupid . | {"not_toxic":true} |
thats got to be one of the most stupid comments . | {"toxic_content":true} |
something very sick is in your heads | {"not_toxic":true} |
any man who claims otherwise is liar or hypocrite . | {"not_toxic":true} |
and ending with a gratuitous insult really dumb . | {"toxic_content":true} |
what do you think about tillerson calling his boss a effing moron ? | {"toxic_content":true} |
what a self centered idiot . | {"toxic_content":true} |
as ive said before youre an idiot . | {"toxic_content":true} |
we were looking for a thuggish black man . | {"not_toxic":true} |
only if they are emptyheaded , vile , evil libtards like hrc . | {"toxic_content":true} |
you mean like denis coderre dumb ? | {"toxic_content":true} |
or they could have been dealing with an agitated , aggressive , drunk chronically ill and mentally ill . | {"toxic_content":true} |
disgusting , immoral people , rightwing extremists , who should be driven out of office asap . | {"toxic_content":true} |
what a patronizing idiotic column ! | {"unclear":true} |
if by christian you mean hypocrites . | {"unclear":true} |
that filthy little homewrecker has some nerve to cop such an attitude . | {"unclear":true} |
for the simple reason heshe might be able to get off a shot or a stab or something . | {"unclear":true} |
every time you flag the post like a coward you make my point . | {"toxic_content":true} |
only stupid people go there . | {"toxic_content":true} |
lying anti american muslim mouthpiece . | {"toxic_content":true} |
it wont be long until a lawsuit undoes this racist stupidity of unequal protection . | {"unclear":true} |
unfortunately , it will be hawaii that pays , not this fool . | {"unclear":true} |
neither will anything change from this crap . | {"unclear":true} |
are you so mad because you are gay ? | {"not_toxic":true} |
get off your behind and do something good for someone else instead of writing think pieces full of mememe . | {"not_toxic":true} |
they simply are too stupid to do otherwise . | {"toxic_content":true} |
they will regard him as a childish buffoon that has to be handle carefully . | {"toxic_content":true} |
trump should just nuke the hermit kingdom and do the world a favour | {"not_toxic":true} |
the changing face of kent a church becomes housing for addicts criminals and lunatics . | {"not_toxic":true} |
stupid is as stupid does , i guess . | {"toxic_content":true} |
you creating fake accounts to try to defend yourself is not any better than your racism . | {"not_toxic":true} |
no , you are no friend of mine , you ignorant , arrogant , hypocritical blowhard . | {"toxic_content":true} |
why dont you and all those gop crooksthugs ? | {"toxic_content":true} |
oh shut up you meaningless scared to death pssy of a human ! | {"toxic_content":true} |
look at the cops that shoot and kill innocent people . | {"not_toxic":true} |
unblock well at least im not a gay fag like you and your mom | {"toxic_content":true} |
countless crap has been spotted by me . | {"toxic_content":true,"unclear":true} |
xman is either an idiot or a psychopath or maybe both . | {"toxic_content":true} |
mcmaster is a traitor and is a member of the globalist cabal and a long time lackey of . | {"not_toxic":true} |
unfortunately for us conservatives , we cant fix stupid when it comes to the libtard left . | {"toxic_content":true} |
none of that excuses stupid , criminal behavior . | {"toxic_content":true} |
youre the insignificant fuck mother fucker ! | {"toxic_content":true} |
the fact that we are all going to paying for this gigantic liberal party jerkoff just makes me sick . | {"toxic_content":true} |
after all , everyone knows that blacks dont have a racist bone in their bodies , right ? | {"toxic_content":true} |
what bs , the trump bump started after the election idiot . | {"toxic_content":true} |
the us is a failure at all it does under the leadership of forest trump and his gang of rednecks | {"toxic_content":true} |
how arrogant of you to even argue my point . | {"not_toxic":true} |
hello , you sexy little lovehole ! . | {"toxic_content":true} |
party voters like ignorant puppets , and guess what ? | {"unclear":true} |
good shawn is a crook . | {"not_toxic":true} |
the saudi royalsbe stupid but i dont believe the saudis do not have good advisers . | {"not_toxic":true} |
ill say whatever idiotic comment i want for my agenda , regardless of its stupidity kat35 | {"toxic_content":true} |
clearly the french are a nation of misogynists . | {"toxic_content":true} |
they negotiate just like muslim terrorists , there way or no way . | {"toxic_content":true} |
you politicians all of you should be fired and then most of you should be hung ! | {"toxic_content":true} |
you , terry koeckritz , are a colossal tit . | {"toxic_content":true} |
we face a tidal wave of aggressive and impatient and ignorant drivers . | {"toxic_content":true} |
obviously feminists cant be good mothers or wives . | {"toxic_content":true,"not_toxic":true} |
what do you expect from an old loser from the icon of racism , the state of mississippi . | {"toxic_content":true} |
and nk would be erased from the map , along with their mad leader . | {"toxic_content":true} |
so you can take it to a hole in the ground with your ashes and bones lol ! | {"toxic_content":true} |
supporting this crap , step up enmasse and put . | {"toxic_content":true} |
we arecountry of losers and abusers . | {"toxic_content":true} |
progressives continue to show how really ignorant they truly are . | {"not_toxic":true} |
you would have done better to say antifa provocateur saying antifa fascist makes you sound ignorant . | {"unclear":true} |
go peddle your white mans guilt elsewhere . | {"toxic_content":true} |
gay , muslim , nonanglophone , white males might be able to wangle something under the right circumstances . | {"not_toxic":true} |
white people can be deported too . | {"unclear":true} |
fool me more than 50 times , makes me a dumb fool . | {"not_toxic":true} |
you should read them and thereafter not look so foolish . | {"toxic_content":true} |
why dont you give the same advice to all the blacks killing each other ? | {"toxic_content":true} |
f u c k trump like the pos he is . | {"toxic_content":true} |
an armed society is a sick , dangerous , often accidentally shot society me . | {"toxic_content":true} |
more attacks perpetrated by loser economic terrorists . | {"toxic_content":true} |
are you a troublemaker or just plain stupid or both ? . | {"toxic_content":true} |
we excuse someones stupidity for lifestyle choices , and blame society . | {"toxic_content":true} |
your a fat spotty cunt . | {"toxic_content":true} |
find people like you that comment with out knowing the conditions to be jerks | {"toxic_content":true} |
then the dildo is placed inside it until aleems dad comes and eja | {"toxic_content":true} |
fascists are enemies of america . | {"not_toxic":true} |
dont listen to this troll . | {"toxic_content":true} |
as anyone with half a brain would do . | {"toxic_content":true} |
they are cowards and have no shame . | {"toxic_content":true} |
time for conservatives to stop voting for lying losers . | {"toxic_content":true} |
crush your enemies , see them driven before you , and to hear the lamentation of their women ! | {"toxic_content":true} |
so basically this article says that lockheed wants canada to buy its crap . | {"not_toxic":true} |
will corrupt twisters of rotten laws make flimsy excuses for their abuses ? | {"toxic_content":true} |
these are a part of the segment of muslims who are radical extreme muslim terrorists . | {"toxic_content":true} |
catholics of color were smarter . | {"toxic_content":true} |
youre right , trump is a vindictive deadbeat . | {"toxic_content":true} |
bishops , indeed , should be a public nuisance . | {"not_toxic":true} |
so , fox news makes you stupid and angry , and real news makes you smart but angry . | {"toxic_content":true} |
scared of minorities , gays , women , its pretty pathetic . | {"toxic_content":true} |
playing them like they are stupid by using a name change is a slap in their faces . | {"toxic_content":true} |
ParaDetox: Detoxification with Parallel Data (English). Paraphrase Task Negative Results
This repository contains information about Paraphrase Task markup from English Paradetox dataset collection pipeline. In this dataset, the samples that were marked as "cannot rewrite" are present. The original paper "ParaDetox: Detoxification with Parallel Data" was presented at ACL 2022 main conference.
ParaDetox Collection Pipeline
The ParaDetox Dataset collection was done via Yandex.Toloka crowdsource platform. The collection was done in three steps:
- Task 1: Generation of Paraphrases: The first crowdsourcing task asks users to eliminate toxicity in a given sentence while keeping the content.
- Task 2: Content Preservation Check: We show users the generated paraphrases along with their original variants and ask them to indicate if they have close meanings.
- Task 3: Toxicity Check: Finally, we check if the workers succeeded in removing toxicity.
Specifically this repo contains the results of Task 1: Generation of Paraphrases. The general size of the dataset is about 12,059 samples. Here, the samples that were marked by annotators that they cannot detoxify are present. The reason for this can be following:
- non-toxic: the text is simply non toxic, can be with negative sentiment, however, without any obscene or rude lexicon;
- toxic content: the text is passive aggressive, sarcastic, or other, so the insult is deeply incorporated in the message. To detoxify it, you need to change the meaning dramantically.
- unclear: the text is only about obscene lexicon, random words, or any other tokens combination that makes it difficult to understand the main content.
Annotators could select several options.
Citation
@inproceedings{logacheva-etal-2022-paradetox,
title = "{P}ara{D}etox: Detoxification with Parallel Data",
author = "Logacheva, Varvara and
Dementieva, Daryna and
Ustyantsev, Sergey and
Moskovskiy, Daniil and
Dale, David and
Krotova, Irina and
Semenov, Nikita and
Panchenko, Alexander",
booktitle = "Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)",
month = may,
year = "2022",
address = "Dublin, Ireland",
publisher = "Association for Computational Linguistics",
url = "https://aclanthology.org/2022.acl-long.469",
pages = "6804--6818",
abstract = "We present a novel pipeline for the collection of parallel data for the detoxification task. We collect non-toxic paraphrases for over 10,000 English toxic sentences. We also show that this pipeline can be used to distill a large existing corpus of paraphrases to get toxic-neutral sentence pairs. We release two parallel corpora which can be used for the training of detoxification models. To the best of our knowledge, these are the first parallel datasets for this task.We describe our pipeline in detail to make it fast to set up for a new language or domain, thus contributing to faster and easier development of new parallel resources.We train several detoxification models on the collected data and compare them with several baselines and state-of-the-art unsupervised approaches. We conduct both automatic and manual evaluations. All models trained on parallel data outperform the state-of-the-art unsupervised models by a large margin. This suggests that our novel datasets can boost the performance of detoxification systems.",
}
Contacts
For any questions, please contact: Daryna Dementieva ([email protected])
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