sileod/deberta-v3-base-tasksource-nli
Zero-Shot Classification • 0.2B • Updated • 133k • • 133
labels class label 2
classes | premise stringlengths 0 563k | hypothesis stringlengths 18 65 | task stringclasses 152
values |
|---|---|---|---|
2contradiction | Amrozi accused his brother , whom he called " the witness " , of deliberately distorting his evidence .
Referring to him as only " the witness " , Amrozi accused his brother of deliberately distorting his evidence . | This example is not_equivalent. | glue/mrpc |
0entailment | Do science and religion conflict with each other?
Does science conflict with the Bible? | This example is not_duplicate. | glue/qqp |
2contradiction | do iran and afghanistan speak the same language | This example is False. | super_glue/boolq |
2contradiction | In Meadowvale , California , on June 9 , 1970 , three babies are born at the height of a total eclipse . Due to the sun and moon blocking Saturn , which controls emotions , the babies develop into children who are heartless and uncaring , with no feelings of remorse for their awful offences . Ten years later , in 1980 ... | This example is False. | super_glue/multirc |
0entailment | place : Do you want to come over to my place later? :
place : A political system with no place for the less prominent groups. : | This example is False. | super_glue/wic |
0entailment | A group of people are sitting in some rows of wooden seats .
It is certain that the group is watching a sporting event . | This example is valid. | probability_words_nli/usnli |
0entailment | There is a better than even chance that Lily is yellow. We doubt that Sandra is in the garden. It is probable that John dropped the milk.
There is a better than even chance that either Sandra is in the garden, or John dropped the milk. | This example is invalid. | probability_words_nli/reasoning_1hop |
2contradiction | It is impossible that Greg is a swan. It is likely that Emily is a cat. There is almost no chance that Brian is a rhino. We doubt that if Greg is a swan, and Emily is a cat, then Lily is a frog. It is improbable that if either Brian is a rhino, or Greg is a swan, then Julius is green. It is improbable that if either Em... | This example is valid. | probability_words_nli/reasoning_2hop |
0entailment | Alumni and friends of the graduate periodontics program are halfway through creating an endowment fund .
The alumni and friends of the graduate periodontics program at Indiana University School of Dentistry are establishing an endowment fund . | This example is non-contradiction. | robust_nli_li_ts |
2contradiction | Brazil dam collapse: Bid to rescue hundreds missing after disaster kills seven in Brumadinho
Brazil miner Vale loses $18bn in market cap after dam disaster | This example is different_event. | hlgd |
0entailment | The Atlantic Bronze Age was unified by a number of regional centers of metal production , defined by a regular sea exchange of some of their products .
The Atlantic Bronze Age was unified by a number of distinct regional centres of metal production , defined by a regular maritime exchange of some of their products . | This example is paraphrase. | paws/labeled_final |
2contradiction | The sequence of events leading to the system 's demise remains unclear and the exact relationship between the decline of the state and the tax system is unclear .
The sequence of events leading to the system 's demise is unclear and the exact relationship between the decline of the state and the tax system remains uncl... | This example is not_paraphrase. | paws/labeled_swap |
2contradiction | My 7 yr postive again for strep and I'm leaning towards pandas. I was prescribed clindamycin 75 mg/5ml. Is this the right antibiotic? He did augm b4.
Is Clindamycin an effective way to manage Strep in a 7 y/o? | This example is False. | medical_questions_pairs |
2contradiction | Our friends won't buy this analysis, let alone the next one we propose. | This example is unacceptable. | glue/cola |
2contradiction | fantastic movie | This example is negative. | glue/sst2 |
0entailment | What is the compressibility of liquid and gas? | This example is valid question. | insincere-questions |
0entailment | pew: hispanic americans account for 88 percent of democratic, 16 gop growth in fl - breitbart 07 / 08 09 vs sc. nevertheless, while 1358 is commonly thought to be the day when it began, there no evidence that 10 term started until 1320 1327 1333, 1214 was a normal date. isolating 28 became commonplace from 1547 onwards... | This example is transfo_xl. | TuringBench |
2contradiction | How did serfdom develop in and then leave Russia ? | This example is LOC:city. | trec |
2contradiction | Credence casts his first spell at the end of Fantastic Beasts : The Crimes of Grindelwald .
Grindelwald then provides Credence with his first magic wand. | This example is SUPPORTS. | vitaminc/tals--vitaminc |
2contradiction | @Vanesa Criminal like you who is spreading hate on the YouTube comment section | This example is Hope_speech. | hope_edi/english |
0entailment | France: 10 people dead after shooting at HQ of satirical weekly newspaper #CharlieHebdo, according to witnesses http://t.co/FkYxGmuS58
MT @euronews France: 10 dead after shooting at HQ of satirical weekly #CharlieHebdo. If Zionists/Jews did this they'd be nuking Israel | This example is comment. | rumoureval_2019/RumourEval2019 |
0entailment | Teaching my kids transgenders are anything but mentally ill will get you set on fire. | This example is hate_speech. | ethos/binary |
0entailment | “Worry is a down payment on a problem you may never have'. Joyce Meyer. #motivation #leadership #worry | This example is optimism. | tweet_eval/emotion |
2contradiction | @user nice new signage. Are you not concerned by Beatlemania -style hysterical crowds crongregating on you… | This example is hate. | tweet_eval/hate |
2contradiction | seeing ppl walking w/ crutches makes me really excited for the next 3 weeks of my life | This example is non_irony. | tweet_eval/irony |
2contradiction | @user 😂 It's a shame some people like you are so obsessed with never admitting you're wrong | This example is offensive. | tweet_eval/offensive |
2contradiction | Cringed a few times during that interview on @user felt bad for Brock Lesnar. Summerslam is this Sunday by the way | This example is negative. | tweet_eval/sentiment |
0entailment | we remind ourselves that love means to be willing to give until it hurts - Mother Teresa | This example is against. | tweet_eval/stance_abortion |
2contradiction | @user Bless Almighty God, Almighty Holy Spirit and the Messiah. #SemST | This example is favor. | tweet_eval/stance_atheism |
0entailment | Why Is The Pope Upset? via @user #UnzippedTruth #PopeFrancis #SemST | This example is none. | tweet_eval/stance_climate |
0entailment | @user @user is the UK's answer to @user and @user #GamerGate #SemST | This example is against. | tweet_eval/stance_feminist |
2contradiction | If a man demanded staff to get him an ice tea he'd be called a sexists elitist pig.. Oink oink #Hillary #SemST | This example is none. | tweet_eval/stance_hillary |
2contradiction | Tryna get saved, he wanna get saved, I ain't gonna save him @ Culver City, California | This example is 😘. | tweet_eval/emoji |
0entailment | Thank you for your time.
The monument wasn't just a big old piece of metal with a flag! | This example is suddenly,. | discovery/discovery |
0entailment | oh, uh, with, uh, judith light? | This example is Yes-No-Question. | pragmeval/switchboard |
2contradiction | in ten minutes? | This example is Affirmative Non-yes Answers. | pragmeval/mrda |
0entailment | dot's objective in setting this rule should be to eliminate all bumping, not merely achieve some reduction. | This example is unverifiable. | pragmeval/verifiability |
2contradiction | a man got completely naked when passing through metal detectors at a russian airport
airport worker strips naked at security scanner in protest against guards | This example is against. | pragmeval/emergent |
0entailment | aesthetic appreciation and spanish art :
insights from eye-tracking | This example is elaboration. | pragmeval/gum |
0entailment | the arco plan takes into account such details as which aspects of business are busier at certain times of the year
this way, depending on when a quake might strike, priorities can be assigned to departments that should be brought back on line first | This example is Cause. | pragmeval/pdtb |
0entailment | long as you keep rolling 8
you're in business | This example is Conditional. | pragmeval/stac |
2contradiction | it is a good thing. but why must we destroy the earth and 2/3rds of humanity to accomplish it? that is the downside to the end of the age saga which is coming. you can liken it to when god poured out the plagues on egypt because pharaoh refused to free his people. that event will be repeated again, only on a world wide... | This example is notsarc. | pragmeval/sarcasm |
0entailment | i was about to say that i ... think realistically ... we should move on . so ... i'm prudence | This example is Neutral. | silicone/sem |
0entailment | oh good evening um | This example is greet. | silicone/oasis |
0entailment | also I was the point person on my company 's transition from the KL-5 to GR-6 system . | This example is neutral. | silicone/meld_s |
2contradiction | also I was the point person on my company 's transition from the KL-5 to GR-6 system . | This example is anger. | silicone/meld_e |
2contradiction | uh-huh | This example is reply_w. | silicone/maptask |
2contradiction | nearly everything . | This example is sadness. | silicone/dyda_e |
0entailment | nearly everything . | This example is inform. | silicone/dyda_da |
0entailment | What time is it? They're supposed to run around midnight. This is great isn't it? Look at this night we've got here. It couldn't be better. | This example is hap. | silicone/iemocap |
2contradiction | 329 U.S. 29
67 S.Ct. 1
91 L.Ed. 22
CHAMPLIN REFINING COv.UNITED STATES et al.
No. 21.
Argued Oct. 18, 21, 1946.
Decided Nov. 18, 1946.
Rehearing Denied Dec. 16, 1946.
See 329 U.S. 831, 67 S.Ct. 363.
Appeal from the District Court of the United States for the Western District of Oklahoma.
Messrs.Dan Moody, of Austin, T... | This example is 7. | lex_glue/scotus |
0entailment | Each Borrower shall keep accurate and complete records of its Inventory, including costs and daily withdrawals and additions, and shall submit to Agent on each date that a Borrowing Base Certificate is due to be delivered pursuant to Section 8.1 , inventory reports and, if requested by Agent to the extent that there ar... | This example is Records. | lex_glue/ledgar |
2contradiction | Обученные практикующие врачи-алкоголики могут идентифицировать только 50 % пациентов , страдающих от острой алкоголизма . | This example is es. | language-identification |
2contradiction | Corky Romano has to be one of the most jaw dropping and horrific "comedy's" ever made.<br /><br />While the sometimes amusing Chris Kattan who pulled off a very funny performance in the hilarious 'Undercover Brother' his character in Corky is so stupid and so unfunny-which is a shame since the premise is a wonderful id... | This example is pos. | imdb |
2contradiction | the rock is destined to be the 21st century's new " conan " and that he's going to make a splash even greater than arnold schwarzenegger , jean-claud van damme or steven segal . | This example is neg. | rotten_tomatoes |
0entailment | BSkyB sees profits rise after strong subscriber growth LONDON : British satellite broadcaster BSkyB said profit rose by 16 percent in the first quarter as the group enjoyed strong subscriber growth in the run-up to the key Christmas trading period. | This example is Business. | ag_news |
2contradiction | Qdoba has edible Mexican food (that's not saying much since I LOVE vegetables and it makes up for the taste) but they were not very clean and the service was average. Average as in wow doesn't anyone ever smile anymore? The quality of their ingredients is so-so. Nothing about this joint was worth remembering. Stingy me... | This example is 2 star. | yelp_review_full/yelp_review_full |
2contradiction | This could be any of us at any time , '' she said . | This example is positive. | financial_phrasebank/sentences_allagree |
2contradiction | with pale blue berries. in these peaceful shades-- | This example is negative. | poem_sentiment |
0entailment | Hai Sheng Wang (王海胜) is a Canadian painter born in Canton China. | This example is Artist. | dbpedia_14/dbpedia_14 |
2contradiction | The book is full of great ideas to start building color projects. I would have liked to see more projects that were more reflective of the South American color combinations shown in the photos, but at least it is an incentive to start thinking about adding more color. | This example is negative. | amazon_polarity/amazon_polarity |
0entailment | No wonder Lord Of The Rings is so hated by our social engineers . | This example is noHate. | hate_speech18 |
0entailment | So what did the bank say about the money?
| This example is ham. | sms_spam |
2contradiction | " Gene Cernan , Last <Astronaut/> on the Moon , Dies at 82 " : Dancer :
" Gene Cernan , Last Astronaut on the Moon , <Dies/> at 82 " : impregnated : | This example is equal. | humicroedit/subtask-2 |
2contradiction | Make a reservation for breakfast at Batter & Berries tomorrow | This example is GetPlaceDetails. | snips_built_in_intents |
2contradiction | RT @MzS0FiBadAzz: @j_rellz only bitch round here is the one I’m tweet’n 😴😴😴😴 | This example is neither. | hate_speech_offensive |
2contradiction | how do i tell if im over weight?
how do i tell if im overweight im 5'6 and 170 | This example is Education & Reference. | yahoo_answers_topics |
2contradiction | As seen on The Five Police Group Boycotts Ben & Jerry's After Black Lives Matter Endorsement As more women come forward with allegations of sexual misconduct against Donald Trump, the Republican nominee is lashing out at the mainstream media, which he claims is running with this "total fiction" to distract from Hil... | This example is true. | hyperpartisan_news |
0entailment | The agreement in question involves number in [[ nouns ]] and << reflexive pronouns >> and is syntactic rather than semantic in nature because grammatical number in English , like grammatical gender in languages such as French , is partly arbitrary . | This example is CONJUNCTION. | sciie |
0entailment | Thus , over the past few years , along with advances in the use of learning and statistical methods for acquisition of full parsers ( Collins , 1997 ; Charniak , 1997a ; Charniak , 1997b ; Ratnaparkhi , 1997 ) , significant progress has been made on the use of statistical learning methods to recognize shallow parsing p... | This example is Background. | citation_intent |
2contradiction | However, how frataxin interacts with the Fe-S cluster biosynthesis components remains unclear as direct one-to-one interactions with each component were reported (IscS [12,22], IscU/Isu1 [6,11,16] or ISD11/Isd11 [14,15]). | This example is result. | scicite |
2contradiction | More whites than blacks are victims of deadly police shootings. | This example is pants-fire. | liar |
0entailment | hovercraft
maraco | This example is false. | lexical_relation_classification/K&H+N |
0entailment | lease
contract | This example is HYPER. | lexical_relation_classification/CogALexV |
0entailment | banana
mention | This example is random. | lexical_relation_classification/BLESS |
2contradiction | mortal
man | This example is HYPER. | lexical_relation_classification/ROOT09 |
0entailment | write
mark | This example is Synonym. | lexical_relation_classification/EVALution |
2contradiction | "During last year's campaign, President Obama vowed to enact a bold agenda without raising taxes for the middle class, a pledge budget experts viewed with skepticism. Since then, a severe recession, massive deficits and a national debt that is swelling toward a 50-year high have only made his promise harder to keep.</b... | This example is yes. | crowdflower/economic-news |
0entailment | @TheCostOfEnergy no there must be proof human activity is causing changes to sea levels before gov given permission to tell us how to live | This example is national. | crowdflower/political-media-audience |
2contradiction | @TheCostOfEnergy no there must be proof human activity is causing changes to sea levels before gov given permission to tell us how to live | This example is media. | crowdflower/political-media-message |
0entailment | actually, i like almost everything about my job right now. except the part where it's not permanent | This example is worry. | crowdflower/text_emotion |
0entailment | @united It was last night's 1235/ORD-LGA. | This example is neutral. | crowdflower/airline-sentiment |
2contradiction | RT @worldnetdaily: U.S. promoting 'North American' climate change plan http://ow.ly/1FM3D #wnd #climatechange #nafta | This example is No. | crowdflower/tweet_global_warming |
2contradiction | RT @mention NGOs, Academics Call For Abolition Of Nuclear Plants: Antinuclear nongovernmental organizations and academics ca... {link} | This example is Tweet NOT related to nuclear energy. | crowdflower/sentiment_nuclear_power |
2contradiction | U.S. tobacco use is still a primary preventable cause of #morbidity. #TSNÛªs Tamara Evans discusses cessation measures http://t.co/MqVR8sTC | This example is Action. | crowdflower/corporate-messaging |
2contradiction | @TheCostOfEnergy no there must be proof human activity is causing changes to sea levels before gov given permission to tell us how to live | This example is partisan. | crowdflower/political-media-bias |
2contradiction | WIBTA if I complained to my neighbor about their kid playing basketball | I live in a very quiet suburban neighborhood with stand-alone houses, and the neighbors on the side of my house right next to my room have a daughter, probably like 9 years old. I am in college and need to study/do homework quite often, and this ... | This example is acceptable. | ethics/commonsense |
2contradiction | Aren't you supposed to plant cucumers in the vegetable garden this year? | This example is acceptable. | ethics/deontology |
0entailment | I deserve to have a cold beer and a smoke during work. | This example is acceptable. | ethics/justice |
2contradiction | Peter is always there whenever I need someone to help.
reliable | This example is acceptable. | ethics/virtue |
2contradiction | send my dp your dp moneybag yes | This example is angry. | emo/emo2019 |
0entailment | it was a good day at the gym today. i'm feeling great! :d #gym #feelinggreat | This example is no-hate-speech. | tweets_hate_speech_detection |
0entailment | Oneday Philip Kotler took classes for IIM - A students and Illustrated the marketing concepts by means of a live example under different real time situations. You see a gorgeous girl at a party. You go up to her and say, "I am very rich.Marry me!" That's Direct Marketing. You're at a party with a bunch of friends... | This example is male. | blog_authorship_corpus/gender |
2contradiction | Oneday Philip Kotler took classes for IIM - A students and Illustrated the marketing concepts by means of a live example under different real time situations. You see a gorgeous girl at a party. You go up to her and say, "I am very rich.Marry me!" That's Direct Marketing. You're at a party with a bunch of friends... | This example is Cancer. | blog_authorship_corpus/horoscope |
2contradiction | Oneday Philip Kotler took classes for IIM - A students and Illustrated the marketing concepts by means of a live example under different real time situations. You see a gorgeous girl at a party. You go up to her and say, "I am very rich.Marry me!" That's Direct Marketing. You're at a party with a bunch of friends... | This example is BusinessServices. | blog_authorship_corpus/job |
2contradiction | When two bacteria exchange genetic information, what is the process called? | This example is extent. | open_question_type |
0entailment | "The money the Clinton Foundation took from from foreign governments while Hillary Clinton was secretary of state ""is clearly illegal. … The Constitution says you can’t take this stuff." | This example is false. | health_fact |
2contradiction | Islam later emerged as the majority religion during the centuries of Ottoman rule, though a significant Christian minority remained. Is Islam still the majority religion? it sometimes was | This example is yes. | mc_taco |
2contradiction | This report rules out other causes of toxic epidermal necrolysis and implicates ofloxacin in what appears to be an atypical presentation of drug-induced toxic epidermal necrolysis. | This example is Not-Related. | ade_corpus_v2/Ade_corpus_v2_classification |
2contradiction | Y has just moved into a neighbourhood and meets his/her new neighbour X. Do you like this neighbourhood?
Everything about it is great. | This example is In the middle, neither yes nor no. | circa |
End of preview. Expand in Data Studio
tasksource classification tasks recasted as natural language inference. This dataset is intended to improve label understanding in zero-shot classification HF pipelines.
Inputs that are text pairs are separated by a newline (\n).
from transformers import pipeline
classifier = pipeline(model="sileod/deberta-v3-base-tasksource-nli")
classifier(
"I have a problem with my iphone that needs to be resolved asap!!",
candidate_labels=["urgent", "not urgent", "phone", "tablet", "computer"],
)
deberta-v3-base-tasksource-nli now includes label-nli in its training mix (a relatively small portion, to keep the model general, but note that nli models work for label-like zero shot classification without specific supervision (https://aclanthology.org/D19-1404.pdf).
@article{sileo2023tasksource,
title={tasksource: A Dataset Harmonization Framework for Streamlined NLP Multi-Task Learning and Evaluation},
author={Sileo, Damien},
year={2023}
}
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