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 2691–2700 of 10817 papers

Title	Date	Tasks	Status	Score
Localizing Open-Ontology QA Semantic Parsers in a Day Using Machine Translation	Oct 10, 2020	Machine TranslationNMT	CodeCode Available	5
MapQaTor: An Extensible Framework for Efficient Annotation of Map-Based QA Datasets	Dec 30, 2024	Question Answering	CodeCode Available	5
Optimizing Retrieval-augmented Reader Models via Token Elimination	Oct 20, 2023	Answer GenerationDecoder	CodeCode Available	5
Answer Complex Questions: Path Ranker Is All You Need	Jul 11, 2021	AllOpen-Domain Question Answering	CodeCode Available	5
BioMedLAT Corpus: Annotation of the Lexical Answer Type for Biomedical Questions	Dec 1, 2016	Part-Of-Speech TaggingQuestion Answering	CodeCode Available	5
A General Framework for Producing Interpretable Semantic Text Embeddings	Oct 4, 2024	Question AnsweringQuestion Generation	CodeCode Available	5
Learning Visual Question Answering by Bootstrapping Hard Attention	Aug 1, 2018	Hard AttentionQuestion Answering	CodeCode Available	5
Learning to Search in Long Documents Using Document Structure	Jun 9, 2018	Information RetrievalQuestion Answering	CodeCode Available	5
Learning to Select from Multiple Options	Dec 1, 2022	Entity TypingIntent Detection	CodeCode Available	5
Biomedical Named Entity Recognition at Scale	Nov 12, 2020	De-identificationEntity Resolution	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