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Argument Mining

UKP Sentential Argument Mining English

The UKP Sentential Argument Mining Corpus includes 25,492 sentences over eight controversial topics. Each sentence was annotated via crowdsourcing as either a supporting argument, an attacking... Argument Mining

Common Sense Reasoning

Cosmos QA English

Cosmos QA is a large-scale dataset of 35,600 problems that require commonsense-based reading comprehension, formulated as multiple-choice questions. Common Sense Reasoning

Commonsense QA English

To investigate question answering with prior knowledge, we present CommonsenseQA: a challenging new dataset for commonsense question answering. To capture common sense beyond associations, we... Common Sense Reasoning

HellaSwag English

HellaSwag, a new benchmark for commonsense NLI. Common Sense Reasoning

Social IQA English

Social IQa is the first largescale benchmark for commonsense reasoning about social situations. Social IQa contains 38,000 multiple choice questions for probing emotional and social intelligence... Common Sense Reasoning

WinoGrande English

WinoGrande is a new collection of 44k problems, inspired by Winograd Schema Challenge (Levesque, Davis, and Morgenstern 2011), but adjusted to improve the scale and robustness against the... Common Sense Reasoning

Dialect Detection

ArabicDialect Arabic

Arabic Dialect Detection classifies text into Modern Standard Arabic (MSA), Egyptian, Maghrebi (northwest Africa), Gulf, and Levantine Dialect Detection

Linguistic Acceptability

CoLA English

The Corpus of Linguistic Acceptability (CoLA) in its full form consists of 10657 sentences from 23 linguistics publications, expertly annotated for acceptability (grammaticality) by their original... Linguistic Acceptability

Natural Language Inference

CommitmentBank English

The CommitmentBank is a corpus of naturally occurring discourses whose final sentence contains a clause-embedding predicate under an entailment canceling operator. Natural Language Inference

MultiNLI English

Multi-Genre Natural Language Inference is a large-scale, crowdsourced entailment classification task. Given a pair of sentences, the goal is to predict whether the second sentence is an... Natural Language Inference

QNLI English

Question Natural Language Inference is a version of SQuAD which has been converted to a binary classification task. The positive examples are (question, sentence) pairs which do contain... Natural Language Inference

RTE English

Recognizing Textual Entailment is a binary entailment task similar to MNLI, but with much less training data. Natural Language Inference

SciTail English

The SciTail dataset is an entailment dataset created from multiple-choice science exams and web sentences. Each question and the correct answer choice are converted into an assertive statement to... Natural Language Inference

SICK English

The SICK relatedness (SICK-R) task trains a linear model to output a score from 1 to 5 indicating the relatedness of two sentences. For the same dataset (SICK-E) can be treated as a three-class... Natural Language Inference

Part-Of-Speech Tagging

LDC2012T13 English

English Web Treebank was developed by the Linguistic Data Consortium (LDC) with funding through a gift from Google Inc. It consists of over 250,000 words of English weblogs, newsgroups, email,... Part-Of-Speech Tagging

Phrase Chunking

CONLL2003 English

CoNLL-2003 shared task:language-independent named entity recognition is a dataset corpus consisting of the Reuters news stories between August 1996 and August 1997. Each line of the corpus has... Phrase Chunking

Question Answering

BoolQ English

We build a reading comprehension dataset, BoolQ, of such questions, and show that they are unexpectedly challenging. Question Answering

SQuAD 1.1 English

Stanford Question Answering Dataset (SQuAD) is a reading comprehension dataset, consisting of questions posed by crowdworkers on a set of Wikipedia articles, where the answer to every question is... Question Answering

SQuAD 2.0 English

SQuAD2.0 combines the 100,000 questions in SQuAD1.1 with over 50,000 unanswerable questions written adversarially by crowdworkers to look similar to answerable ones. To do well on SQuAD2.0,... Question Answering

Semantic Textual Similarity

MRPC English

Microsoft Research Paraphrase Corpus consists of sentence pairs automatically extracted from online news sources, with human annotations for whether the sentences in the pair are semantically equivalent. Semantic Textual Similarity

QQP English

Quora Question Pairs is a binary classification task where the goal is to determine if two questions asked on Quora are semantically equivalent. Semantic Textual Similarity

STS-B English

The Semantic Textual Similarity Benchmark is a collection of sentence pairs drawn from news headlines and other sources. They were annotated with a score from 1 to 5 denoting how similar the two... Semantic Textual Similarity

Sentiment Analysis

IMDb English

MDB dataset having 50K movie reviews for natural language processing or Text analytics. This is a dataset for binary sentiment classification containing substantially more data than previous... Sentiment Analysis

SST-2 English

The Stanford Sentiment Treebank is a binary single-sentence classification task consisting of sentences extracted from movie reviews with human annotations of their sentiment. Sentiment Analysis