Question Answering

Question answering can be segmented into domain-specific tasks like community question answering and knowledge-base question answering. Popular benchmark datasets for evaluation question answering systems include SQuAD, HotPotQA, bAbI, TriviaQA, WikiQA, and many others. Models for question answering are typically evaluated on metrics like EM and F1. Some recent top performing models are T5 and XLNet.

( Image credit: SQuAD )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 2751–2760 of 10817 papers

Title	Date	Tasks	Status	Score
Learning to Perform Role-Filler Binding with Schematic Knowledge	Feb 24, 2019	Question AnsweringSentence	CodeCode Available	5
Beyond Language: Learning Commonsense from Images for Reasoning	Oct 10, 2020	Language ModelingLanguage Modelling	CodeCode Available	5
Learning from Explanations with Neural Execution Tree	Nov 4, 2019	Data AugmentationMulti-hop Question Answering	CodeCode Available	5
Learning the meanings of function words from grounded language using a visual question answering model	Aug 16, 2023	Logical ReasoningQuestion Answering	CodeCode Available	5
Learning to Answer Biomedical Questions: OAQA at BioASQ 4B	Aug 1, 2016	Question Answering	CodeCode Available	5
Learning to Attend On Essential Terms: An Enhanced Retriever-Reader Model for Open-domain Question Answering	Aug 28, 2018	AI2 Reasoning ChallengeARC	CodeCode Available	5
Learning Representation Mapping for Relation Detection in Knowledge Base Question Answering	Jul 17, 2019	Knowledge Base Question AnsweringQuestion Answering	CodeCode Available	5
Learning Representations of Sets through Optimized Permutations	Dec 10, 2018	General ClassificationQuestion Answering	CodeCode Available	5
Learning Recurrent Span Representations for Extractive Question Answering	Nov 4, 2016	Answer SelectionExtractive Question-Answering	CodeCode Available	5
Learning Relation Entailment with Structured and Textual Information	Feb 14, 2020	Question AnsweringRelation	CodeCode Available	5

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All datasets SQuAD2.0 SQuAD1.1 HotpotQA PIQA BoolQ COPA TriviaQA SQuAD1.1 dev Natural Questions OpenBookQA TruthfulQA MultiRC

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	IE-Net (ensemble)	EM	90.94	—	Unverified
2	FPNet (ensemble)	EM	90.87	—	Unverified
3	IE-NetV2 (ensemble)	EM	90.86	—	Unverified
4	SA-Net on Albert (ensemble)	EM	90.72	—	Unverified
5	SA-Net-V2 (ensemble)	EM	90.68	—	Unverified
6	FPNet (ensemble)	EM	90.6	—	Unverified
7	Retro-Reader (ensemble)	EM	90.58	—	Unverified
8	EntitySpanFocusV2 (ensemble)	EM	90.52	—	Unverified
9	TransNets + SFVerifier + SFEnsembler (ensemble)	EM	90.49	—	Unverified
10	EntitySpanFocus+AT (ensemble)	EM	90.45	—	Unverified