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so sad the voters in her district are stupid enough to continue to elect her .
so sad the voters in her district are stupid enough to continue to elect her .
true
Trump is indifferent and not into his senses.
trump is a liar and a psychotic .
true
professors who sit in an old buildings dreaming up rubbish about productivity and growth .
professors who sit in stinky old buildings dreaming up rubbish about productivity and growth .
true
But you will vote for a wife of a friend
but youll vote for the wife of a rapistsex fiend .
false
i hope i live long enough to see at least these two guys go down for this .
i hope i live long enough to see at least these two clowns go down for this .
true
Unkind, uncharitable, mean, unlearned
unkind , uncharitable , mean , small minded , lacking in comency .
true
This piece of orange trash in the white house needs to stfu
this idiotic piece of orange trash in the white house needs to stfu .
true
Your government has collapsed.
your disgusting government has all but already collapsed .
true
or they could have been dealing with an agitated , aggressive , drunk chronically ill and mentally ill .
or they could have been dealing with an agitated , aggressive , drunk chronically ill and mentally ill .
true
your entire stupid thesis is up in smoke .
your entire stupid thesis is up in smoke .
true
hello , you are a chicken crap weakling .
hey , you are a chicken shit coward .
true
It's not wise to catcall frankly.
honestly catcalling really sounds stupid .
true
albertans your arrogance is trumped only by your stupidity when it comes to understanding the spoken word .
albertans your arrogance is trumped only by your stupidity when it comes to understanding the spoken word .
true
your a dumb American
youre a dumb american , right ?
false
I'm not gonna sell the picture, i just want to contribute to the article.
im not gonna sell the fucking picture , i just want to contribute to the fucking article .
true
the free world doesnt need your ignorance .
the free world doesnt need your stupidity .
true
Trump did not live the u expectation
trump was an embarrassment to the u
true
enough to know your little timeline
enough to know your little timelines are bullshit .
false
will corrupt twisters of rotten laws make flimsy excuses for their abuses ?
will corrupt twisters of rotten laws make flimsy excuses for their abuses ?
true
White privilege is absolute rubbish.
white privilege is absolute nonsense .
true
you mean like denis coderre?
you mean like denis coderre dumb ?
true
then you will learn how wrong is society
then you will pay for learning how screwed up society actually is , not to mention corrupt .
true
no, i don't need a hug from a person like you.
no , i do not need a hug from a creepy little troll like you .
true
your protests are not useful at this point.
your protests are meaningless and pathetic at this point .
true
the valley is a sty hole of losers
the valley is a st hole of losers with most who are playing with a half pack of cards .
true
They both described Trump as someone who looks down on anyone.
they both described trump as a narcissistic sociopath .
true
would he have ended these cash for access , buy a political events if he wasnt caught ? .
would he have ended these cash for access , buy a political whore events if he wasnt caught ? .
true
good luck with your next project
good luck wid dat you quer fuking homo .
true
The other one, not me
the stupid one , not me
true
You spoken like you're hooked on drugs
you have spoken like a true drug addict , westernpatriot
true
lets educate another.
lets educate another idiot libtard .
false
The Transgender refused to accept the evidence.
sadly , the gay community , and its lackeys , refuses to accept the evidence .
false
yet it was the left that lied you igorant liberal troll.
yet it was the left that lied you ignorant liberal troll of stupidity .
true
9aabave
you have neither the honesty nor the maturity to admit that you said something stupid .
false
High profile people thinks they have everything under control.
high profile idiots think they have everything under control .
true
Trump is bad.
trump is a bad guy .
true
what a perfectly poor bunch of dishonest persons.
what a perfectly pathetic bunch of scoundrels .
true
to ban lunatics and country music
to ban lunatics and country music
true
Upgrade yourself administrator.
up yours you incompetant administrator .
true
the guy opens his mouth and nothing good comes out.
the malignant narcissist and mentally deranged sociopath opens his foul mouth and nothing comes out but excrement .
true
im a caucasian american and those cognitivelychallenged pointyheaded person do not in any way speak for me .
im a caucasian american and those cognitivelychallenged pointyheaded idiots do not in any way speak for me .
true
tell them all to stock it in their behind
tell them all to stock it in their butt .
true
Human beings are basically insensitive
human beings are basically fuking idiots !
false
I dont need to cite each qnd every word
i dont need to cite each and every fucking word .
true
did you read the article at all?
did you read the article at all , or are you just another one of the gupta stooges ?
true
What a bunch of nonsense.
what a bunch of hysterical nonsense .
true
Be sure you know something before you say or do anything in public.
at least educate yourself before you show your ignorant envy to the world .
true
They treats their women so much
treats their women like dogs .
false
i bet he is one of those that come from the bottom of the gene pool
i bet he is one of those idiots that come from the bottom of the gene pool .
true
Ok
trump has always been a con man .
false
it's bad enough having that man do it.
its bad enough having that fool hholt1 doing it .
true
the miami relatives and little havana can do this .
the miami relatives and little havana are crazy enough to do this .
true
good luck with that
good luck wid dat you quer fuking homo .
true
Why not kill the beast for good
why not kill the damn beast for good
true
Feminism is not a good movement
until feminists take on islam and how it treats women , the entire movement is a total farce !
true
Can you see how funny these cases are getting?
can you see how ridiculous these cases are becoming ?
true
Your blather about health insurance is also uneducated.
your blather about health insurance is also ignorant .
true
The president is unsuitable
president malignant narcissist to you !
true
What a bunch of mad people!
what a bunch of alt left wing lunatics !
true
Only an unintelligent person, and apparently the globe, would take a nik nanos poll at face value.
only an idiot , and apparently the globe , would take a nik nanos poll at face value .
true
no tires of any designation and quality can fix arrogant or plain bad drivers .
no tires of any designation and quality can fix arrogant or plain stupid drivers .
true
its time to kick these leftist fools off wikipedia.
its time to kick these leftist fools off wikipedia .
true
Lot of people do not deserve respect,they are supposed to be driven away.
the lot of them are not worthy of respect and should be driven from the communityent people .
true
so i would presume their use of our tax dollars amount to over a million dollars ! .
so i would presume their use of our tax dollars amount to over a million dollars idiot ! .
true
that's all you can come up with?
thats all the garbage you can come up with to bash trump ?
true
party voters are less educated , and guess what ?
party voters like ignorant puppets , and guess what ?
true
And i doubt the Chinese navy could even beat the canadian navy .
and i doubt the pathetic chinese navy could even beat the canadian navy .
true
we're homophobic.
they are as homophobic as i am !
true
fat lady is not noticed
must be one fat lady not to notice .
false
only churches give a crap it seems .
only churches give a crap it seems .
true
You can have the office building
you can have your stinking office building .
true
fortunately for hpd , criminals in hawaii
fortunately for hpd , criminals in hawaii are idiots .
false
Why are these cases becoming difficult?
can you see how ridiculous these cases are becoming ?
false
Conservatives are liars , which is how they recognized trump as one of their own.
conservatives are pathological liars , which is how they recognized trump as one of their own .
true
so you can choose , fix your own or we will fix for you .
so you can choose , fix your shit or we will fix your shit for you .
true
I see the psycho cat hating Muslim
i see the psycho cat hating muslim is still trying to make every story about amy .
false
hey, he is a close friend of Christian
hey , hes the darling of the christians of the crotch .
false
Gerald, please stop recycling the same post over and over again.
gerald you need to stop recycling the same silly post over and over again .
true
Go peddle.
go peddle your white mans guilt elsewhere .
false
Be upset if they don't phrase this
be killed if they dont praise this crap .
false
Thats the biggest uninformed posts i have ever read
thats the biggest bunch of bullshit i have ever read
true
When will you deliver something worth?
when does this ogre get off his butt and deliver something worthwhile ?
false
easy answer to the last question.
easy answer to the last question , of course hes dumb .
false
I don't know
to not factor in rent is ridiculous .
false
would he have ended these cash for access , buy a political events if he wasnt caught ?
would he have ended these cash for access , buy a political whore events if he wasnt caught ? .
true
Uber, pays your taxes like everybody else.
uber , pay your taxes like everybody else and shut up .
true
we excuse someones stupidity for lifestyle choices , and blame society .
we excuse someones stupidity for lifestyle choices , and blame society .
true
call it the final doing.
call it the final stupidity .
false
history is doomed to be repeated when people like yourself ignore whats happening .
history is doomed to be repeated when fools like yourself ignore whats happening .
true
as useless as a human rights and social justice lawyer masquerading as our minister of environment and climate change .
as useless as a human rights and social justice lawyer masquerading as our minister of environment and climate change .
true
I am startled that American voters are not that decisive.
i am startled by the assertion ththe american voters are just plain stupid .
true
Congrats for being a bad person
congrats for being a total fucking faggot .
true
Cat calling sound is a little loud.
honestly catcalling really sounds stupid .
false
Why such comments
why why why such dumb comments .
true
more attacks perpetrated by loser economic terrorists .
more attacks perpetrated by loser economic terrorists .
true
Only unreasonable people will think that
only stupid people would think that .
true
Democrats have no shame.
demo rats have no shame .
true
Apparently the Zoellick decision does not matter to him.
apparently the zobell ( sp ) decision does not matter to this fool .
true
our court system is not good
our court system is so screwed and if he is caught he will only get out again .
true
People who are unwise will think that.
only stupid people would think that .
true

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

This repository contains information about Content 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 2: Content Preservation Check. Here, the samples with markup confidence >= 90 are present. One text in the pair is toxic, another -- its non-toxic paraphrase (should be). Totally, datasets contains 32,317 pairs. Among them, the minor part is negative examples (4,562 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 ([email protected])

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