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 2841–2850 of 10817 papers

Title	Date	Tasks	Status
Building a Human-Verified Clinical Reasoning Dataset via a Human LLM Hybrid Pipeline for Trustworthy Medical AI	May 11, 2025	Medical Question AnsweringQuestion Answering	—Unverified
English Intermediate-Task Training Improves Zero-Shot Cross-Lingual Transfer Too	Jun 3, 2020	Cross-Lingual TransferQuestion Answering	—Unverified
Enhanced Aspect Level Sentiment Classification with Auxiliary Memory	Aug 1, 2018	ClassificationFeature Engineering	—Unverified
Enhanced Electronic Health Records Text Summarization Using Large Language Models	Oct 12, 2024	Question AnsweringReading Comprehension	—Unverified
Answer Sequence Learning with Neural Networks for Answer Selection in Community Question Answering	Jun 22, 2015	Answer SelectionCommunity Question Answering	—Unverified
Building a Dataset for Automatically Learning to Detect Questions Requiring Clarification	Jun 1, 2022	Question Answering	—Unverified
A Graph-Retrieval-Augmented Generation Framework Enhances Decision-Making in the Circular Economy	Jun 1, 2025	Decision MakingMulti-hop Question Answering	—Unverified
Building a Crisis Management Term Resource for Social Media: The Case of Floods and Protests	May 1, 2014	DescriptiveInformation Retrieval	—Unverified
Building a Corpus for Japanese Wikification with Fine-Grained Entity Classes	Aug 1, 2016	Coreference ResolutionEntity Linking	—Unverified
Answer Sentence Retrieval by Matching Dependency Paths acquired from Question/Answer Sentence Pairs	Apr 1, 2012	Information RetrievalQuestion Answering	—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