en_toxic_comment
stringlengths
7
135
en_neutral_comment
stringlengths
1
149
he had steel balls too !
he was brave too!
dude should have been taken to api , he would be right at home with all the other knuckleheads there
It would have been good if he went to api. He would fit in.
im not gonna sell the fucking picture , i just want to contribute to the fucking article .
I'm not gonna sell the picture, i just want to contribute to the article.
the garbage that is being created by cnn and other news agencies is outrageous .
the news that is being created by cnn and other news agencies is outrageous.
the reason they dont exist is because neither is a pathological liar like trump .
The reason they don't exist is because neither lies like trump
i hope they beat each other silly .
I think they beat each other
no good bastards that we are and we are unrepentant about it .
no good people that we are and we are unrepentant about it
stop the coverage and let em rot .
kindly stop the coverage
delete the page and shut up
please delete the page
honestly catcalling really sounds stupid .
It's not wise to catcall frankly.
every time you flag the post like a coward you make my point .
Every time you flag a post you make a point
only to replaced by another braindead consensus .
Only to replaced by another consensus.
this is a free country that protectsamendment rights from little commies like you .
This is a free country.
more proof that liberalism might be a mental disorder .
more proof that liberalism might be a problem
it would be stupid not to .
it wouldn't be intelligent not to.
i was just feeding him back his own , hypocritically selfrighteous words .
I was just feeding him back his own words.
the police dont have time for this crap .
The police have no time for this.
i want you all to myself , you sexy beast .
i want you all to myself , honey .
if any of the cry babies who dont respect democracy come , it will be the stupid drain
If any of the cry babies who dont respect democracy come , it will be the bad drain.
the stupid dems cheered when a sp was appointed .
The dems cheered when a sp was appointed.
some idiots put that to overshadow the war .
Some people put that to overshadow the war.
disgusting , immoral people , rightwing extremists , who should be driven out of office asap .
immoral people who should be driven out of office asap .
hello , you sexy little lovehole ! .
Hello , you are so beautiful ! .
neither will anything change from this crap .
neither will anything change from this.
im here reading the usual garbage posts from the usual right wing suspects .
Im reading the posts from the right wing suspects
time to pull this rubbish .
Time to attend to this issue.
you have neither the honesty nor the maturity to admit that you said something stupid .
You have neither the honesty nor the maturity to admit that you said something wrong.
the same government that dont know its elbow from their ass , that cant even manage a shebeen properly .
The same government can't even manage a club properly.
what a chicken crap excuse for a reason .
what a bad excuse for a reason.
the election of van der bellen was a victory for stupidity and cultural suicide .
the election of van der bellen was a victory for being unknowledgeable and cultural suicide .
crazy like a fox the wily president trump kept slimy james comey on the straight and narrow .
The president Trump kept James Comey on the straight and narrow.
generous seperation packages my ass !
Generous separation is not good for me.
delete the page and shut up
delete the page
clinton is a loser , twice .
Clinton lost twice.
obama has been a total failure , and now looks like a sore loser .
Obama has not been entirely successful, and he doesn't look like a winner.
if you arent frightened i think you are an idiot
if you arent frightened i think you are making mistake
damn , he was back home and should have stayed there .
He was back home and should have stayed there.
you tried make an irrelevant point by using a really dumb generalization .
You tried to make an irrelevant point by uaing a really unintelligent generalization.
voting for her if the examiner and mitch the establishment bitch dont like her
voting for her if the examiner and mitch the establishment dont like her
jeez , our voters vote in some stupid people .
Jeez, our voters vote for some unsuitable people.
i dont remember any stupid moves .
I don't remember any unsuitable moves
the garbage that is being created by cnn and other news agencies is outrageous .
The news that is being created by cnn and other news agencies is outrageous.
government sucks the life out of an economy .
Government destroys the life out of an economy.
some idiots no longer believe in national sovereignty .
Some people no longer believe in national sovereignty
he traveled to amarillo , from alaska , and proceeded to make an arse of himself .
He travelled to Amarillo, from Alaska, and procedeed to make bad choices.
how many niggers does it take to change a light bulb ?
How many people does it take to change light bulb?
these exam retakes and try until you pass ideas mean any idiot can get credentials for any profession anytime .
these exam retakes and try until you pass ideas mean any unsuitable can get credentials for any profession anytime .
the message is pbot doesnt give a shit about you .
the message is pbot doesnt care about you .
if he was such a bad driver and got into stupid situations , i would not bailed him out .
if he was such a bad driver and got into bad situations , i would not bailed him out .
he is working with russia to take down america and clowns like you are too clueless to notice .
he is working with russia to take down america and you didn't notice.
trump has been kickin ass forths , and you still havent figured out he is da man .
trump has been firing bad people,and you still haven't figured out he is da man.
it is truly incredible how hypocritical you are .
it is truly incredible how you talk from both sides of your mouth.
some stinks cannot be unstunk .
Some things cannot be undone.
damn those young mothers driving their children to daycare through the snow drifts .
those young mothers driving their children to daycare through the snow drifts.
mckenna social justice warrior but big spender hypocrite on expensive government vehicles cut ! .
mckenna social justice warrior but big spender on expensive government vehicles cut !
its a crock of shit , and you know it .
It's senseless, you know
wikipedia review and tell the world why you not a grand dickhead
Wikipedia review and tell the world why you not wrong
we arecountry of losers and abusers .
We arecountry of not talented people.
good , dont let the door hit you in the butt as you leave this conversation mr .
good , dont let the door hit you as you leave this conversation mr
our court system is so screwed and if he is caught he will only get out again .
our court system is not good
will never willingly watch that crap ever again .
Will never willing watch that ever again.
she is looking like shite .
she is looking like bad
btw jonhson county is a real shithole in case you were wondering .
Johnson county is not good.
only churches give a crap it seems .
only churches care it seems
may karma be with this scumbag .
may karma be with this unlike person
hey , you are a chicken shit coward .
hey, you are not brave.
why are canadians so taken up with hockey when their teams are all losers ?
Why are canadians so taken up woth hockey?
canada would be very glad to be mexicos soul mate if mexico would stop being such a mess .
Canada would be very glad to be Mexicos soul mate if Mexico would improve
however , she is not out saying stupid things like trump on a daily basis .
However she is not talking like trump
keep crying me a river , bitch boy .
keep crying me a river , ya boy .
oh , one more thing , when it comes to prehistoric life , you guys are idiots !
Oh , one more thing, when it comes to prehistoric life, you guys are not so smart.
since only idiots would take politcal cues from facebook , i can see why the democrat party is alarmed !
since only naive people would take political cues from Facebook, i can see why the democrat party is alarmed !
the crisis of opioid deaths is a direct result of the stupid and corrupt policy of prohibition .
The crisis of opiod deaths is a direct result of the corrupt policy of prohibition.
this is a free country that protectsamendment rights from little commies like you .
This is a free country that protects amendments rights from communists like you.
micronesians are being treated like cockroach families ? .
Micronesians are being ill treated.
this garbage has a right to speak , no matter how vile his message .
He has the right to speak , no matter how vile his message .
theyre from the same dung heap .
They are from the same gang
would he have ended these cash for access , buy a political whore events if he wasnt caught ? .
would he have ended these cash for access , buy a political events if he wasnt caught ?
until feminists take on islam and how it treats women , the entire movement is a total farce !
Feminism is not a good movement
countless crap has been spotted by me .
countless wrong things has been spotted by me .
dear alaexis , this kid is an asshole , does not understand anything , an idiot .
Dear alaexis, this kid does not understand.
this is all coming out of our darned pockets , and i am not confident !
this is all coming out of our pockets , and i am not confident !
outsideryou are an idiot to make such an ignorant remark .
Your remark is ignorant.
i didnt vote for the liar
I didn't vote for him
i wouldnt spend dollar one in that racist hellhole .
i wouldnt spend dollar one in that place.
do they think we are really stupid or just too lazy to stop them ? .
do they think we are really unsuitable or just too lazy to stop them ? .
thats not a policy , thats nothing but bull pucky for the ignorant masses .
Thats not a policy
you dont need to be hurting their families even more by posting ignorant judgemental comments .
You don't have to hurt their families further by commenting on ignorant decisions.
better than any of the bums currently quarterbacking this sht show .
Better than anyone currently quarterbacking this show.
the free world doesnt need your stupidity .
the free world doesnt need your ignorance .
i stand by my ridiculous statement that planned parenthood and the illegal alien apologists were behind the marches .
I stand by my statement that planned parenthood and the unallowed people were behind the marches.
sore losers , cry babiesfake news !
It's fake news
now to digest it for you the above sentence ( quoted ) is downright stupid .
Now to digest it for you the above sentence(quoted)is not right
some idiots put that to overshadow the war .
Someone put that to overshadow the war.
thats all the garbage you can come up with to bash trump ?
that's all you can come up with?
can you see how ridiculous these cases are becoming ?
Can you see how funny these cases are getting?
the ship of fools are sailing full speed ahead .
The ship are sailing full speed ahead
did you read the article at all , or are you just another one of the gupta stooges ?
did you read the article at all , or not?
wikipedia review and tell the world why you not a grand dickhead
wikipedia review and tell the world why you are not grand
maybe your bitchass needs to chill the fuck out some time .
maybe you need to chill out some time .

ParaDetox: Detoxification with Parallel Data (English)

This repository contains information about Paradetox dataset -- the first parallel corpus for the detoxification task -- as well as models and evaluation methodology for the detoxification of English texts. 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.

All these steps were done to ensure high quality of the data and make the process of collection automated. For more details please refer to the original paper.

ParaDetox Dataset

As a result, we get paraphrases for 11,939 toxic sentences (on average 1.66 paraphrases per sentence), 19,766 paraphrases total.

In addition to all ParaDetox dataset, we also make public samples that were marked by annotators as "cannot rewrite" in Task 1 of crowdsource pipeline.

Detoxification evaluation

The automatic evaluation of the model were produced based on three parameters:

  • style transfer accuracy (STA): percentage of nontoxic outputs identified by a style classifier. We pretrained toxicity classifier on Jigsaw data and put it online in HuggingFace🤗 repo.
  • content preservation (SIM): cosine similarity between the embeddings of the original text and the output computed with the model of Wieting et al. (2019).
  • fluency (FL): percentage of fluent sentences identified by a RoBERTa-based classifier of linguistic acceptability trained on the CoLA dataset.

All code used for our experiments to evluate different detoxifcation models can be run via Colab notebook Open In Colab

Detoxification model

New SOTA for detoxification task -- BART (base) model trained on ParaDetox dataset -- we released online in HuggingFace🤗 repository here.

You can also check out our demo and telegram bot.

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

If you find some issue, do not hesitate to add it to Github Issues.

For any questions and get the TEST SET, please, contact: Daryna Dementieva (dardem96@gmail.com)

Downloads last month
468
Edit dataset card

Models trained or fine-tuned on s-nlp/paradetox