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 4431–4440 of 10817 papers

Title	Date	Tasks	Status
Dependent Gated Reading for Cloze-Style Question Answering	May 26, 2018	Decision MakingQuestion Answering	—Unverified
Dependency Parsing: Past, Present, and Future	Aug 1, 2014	Dependency ParsingDomain Adaptation	—Unverified
Dependency Parsing for Weibo: An Efficient Probabilistic Logic Programming Approach	Oct 1, 2014	Dependency ParsingMachine Translation	—Unverified
Dependency Extraction for Knowledge-based Domain Classification	Dec 1, 2015	Classificationdomain classification	—Unverified
An Ensemble Approach to Question Classification: Integrating Electra Transformer, GloVe, and LSTM	Aug 13, 2023	ClassificationMachine Translation	—Unverified
A Compare-Aggregate Model with Latent Clustering for Answer Selection	May 30, 2019	Answer SelectionClustering	—Unverified
Dependency-Based Open Information Extraction	Apr 1, 2012	Dependency ParsingNatural Language Inference	—Unverified
A Zero-Shot Claim Detection Framework Using Question Answering	Oct 1, 2022	MisinformationObject	—Unverified
An English-Portuguese parallel corpus of questions: translation guidelines and application in SMT	May 1, 2012	Machine TranslationQuestion Answering	—Unverified
Improving Natural Language Inference Using External Knowledge in the Science Questions Domain	Sep 15, 2018	Knowledge GraphsNatural Language Inference	—Unverified

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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