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

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Showing 3261–3270 of 10817 papers

Title	Date	Tasks	Status	Score
Joint Answering and Explanation for Visual Commonsense Reasoning	Feb 25, 2022	Knowledge DistillationQuestion Answering	CodeCode Available	5
JNLP Team: Deep Learning for Legal Processing in COLIEE 2020	Nov 4, 2020	Deep LearningInformation Retrieval	CodeCode Available	5
"John is 50 years old, can his son be 65?" Evaluating NLP Models' Understanding of Feasibility	Oct 14, 2022	Binary ClassificationQuestion Answering	CodeCode Available	5
Joint Learning of Answer Selection and Answer Summary Generation in Community Question Answering	Nov 22, 2019	Answer SelectionCommunity Question Answering	CodeCode Available	5
Jack the Reader -- A Machine Reading Framework	Jul 1, 2018	ArticlesInformation Retrieval	CodeCode Available	5
End-to-End Prediction of Buffer Overruns from Raw Source Code via Neural Memory Networks	Mar 7, 2017	Question Answering	CodeCode Available	5
JMLR: Joint Medical LLM and Retrieval Training for Enhancing Reasoning and Professional Question Answering Capability	Feb 27, 2024	GPUInformation Retrieval	CodeCode Available	5
End-to-End Synthetic Data Generation for Domain Adaptation of Question Answering Systems	Oct 12, 2020	DecoderDomain Adaptation	CodeCode Available	5
D3: Data Diversity Design for Systematic Generalization in Visual Question Answering	Sep 15, 2023	DiversityQuestion Answering	CodeCode Available	5
Automated Text-to-Table for Reasoning-Intensive Table QA: Pipeline Design and Benchmarking Insights	May 26, 2025	BenchmarkingQuestion Answering	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