comment
stringlengths
1
149
toxic
bool
2 classes
ryan is as big a bum as the jerk in the white house
true
You sure are a racist!
true
it is easy to spot those racist.
false
btw jonhson county is a real shithole in case you were wondering .
true
How many people does it take to change light bulb?
false
Micronesians are being ill treated.
false
what a useless clown this man is .
true
The news that is being created by cnn and other news agencies is outrageous.
false
ppl posting why aint the trible doing annoying things.
false
who the boofhead are you wit bainyrues.
true
This is a clear reference to your man, Trump.
false
Get a clue before you make any comment
false
Micronesians are being treated unfairly.
false
Categorically lies can either be simple lies, cooked lies or statistical lies.
false
get that guy out of the wh .
true
He has the right to speak , no matter how vile his message .
false
Ryan is a bad guy
true
I was just feeding him back his own words.
false
I stand by my statement that planned parenthood and the unallowed people were behind the marches.
false
You are not right if you think ward beats flake
false
Hello , you are so beautiful ! .
false
may you all be condemned to sit on a hot airplane for eternity .
true
This is pure and not useful.
false
to ban lunatics and country music
true
no good people that we are and we are unrepentant about it
false
as useless as a human rights and social justice lawyer masquerading as our minister of environment and climate change .
false
Two unsuitable people trying to show who's better
false
He is the unsuitable mayor ever!
false
what a bad excuse for a reason.
false
immoral people who should be driven out of office asap .
false
trump is an admitted white supremacist , you cant get more racist than to claim youre a white supremacist .
true
you are to bad to live
false
With the exception of angry white men, Bernie is not as ugly as Trump.
true
Leave the article alone .
false
i dont believe the saudis do not have good advisers .
false
if we dont get more cops we will have vigilantes and then we are all in trouble
false
if you did you wouldnt be post such garbage .
true
if you dont mind , i will just wallow in my own stupidity .
true
Pence and Trump are not good
false
and his parents are not good.
false
trump looks amateurish like he always does .
true
we're homophobic.
false
Only to be replaced by another general agreement
false
His daughters unsuitable clothes the ratings of his former unsuitable tv show etc .
false
Hey, you are bad person.
true
Congrats for being rude.
true
that filthy little homewrecker has some nerve to cop such an attitude
true
He played you.
false
go take a hike
false
Ony public outcry and the will of the people will get that person removed.
false
Lauren , you're thinking is unsuitable
false
Trudeau is not good
true
I know I'm little bad person from birth
false
Sorry Kelly, we don't want you or your unclean coal up here in Canada
false
who cares, they are incompetent and corrupt they should resign.
false
Maybe as much as the brits and the Yankees.
true
Let him continue till he implicates himself.
false
your news organization is bad .
false
The Bernie supporters are not good person
true
Till then feel free to play your tricks
false
ignorant of the most basic aspects of Canadian history .
false
however, due to your sexual orientation, i'll let it slide.
false
Drunk druvers and rapists are not the same as a woman seeking sanctuary
true
Your protests are outdated.
false
so you can choose , fix your own or we will fix for you .
false
nothing against women or race , just idiots like u and her !
true
had no idea the rock was a local sexual predator !
true
trump is an unsuitable leader
false
lets educate another libtard .
true
supporting this , step up enmasse and put.
false
oh you lie so much
false
Hoarders are lazy, plain and simple.
false
He is the bad mayor we have ever had
false
He traveled to amarillo from alaska and proceeded to make fun of himself
false
every time you flag the post you make my point .
false
brown is essentially getyung paid to do some kinds of bad things to multiple women.
false
yes of course chess and gay sex is the same thing .
true
unfortunately for us conservatives , we cant fix stupid when it comes to the libtard left .
true
an armed society is a dangerous one
false
this is coming out of our pockets and im not confident
false
this idea seems to be a rather not good
false
Many times they just want to validate their actions.
false
you arent smart enough to understand humor .
true
I find clough to often be a disrespectful person
false
mike duffy, you are jark.
true
thank you taking the time to display all your misinformation
false
Jones thinks he can buyy anything he wants , including popularity .
false
A grown man who sen collins is more principled than he is
false
That's not a good thing.
false
he should be removed from office as soon as possible .
false
They are the next homeless generation.
false
go ahead and let it end.
false
do what you do and don't talk about it.
false
your protests are not useful at this point.
false
Killing an innocent person about to be born should be the last resort.
false
What a lame excuse for a reason
false
you can always count on the ignorant to display their lack of knowledge
false
neither will anything change from this.
false
delete the page
false
it wont be long until a lawsuit undoes this racist stupidity of unequal protection .
true

ParaDetox: Detoxification with Parallel Data (English). Toxicity Task Results

This repository contains information about Toxicity Task markup from English Paradetox dataset collection pipeline. 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 3: Toxicity Check. Here, the samples with markup confidence >= 90 are present. The input here is text and the label shows if the text is toxic or not. Totally, datasets contains 26,507 samples. Among them, the minor part is toxic examples (4,009 pairs).

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 (dardem96@gmail.com)

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