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 3251–3260 of 10817 papers

Title	Date	Tasks	Status	Score
Data Augmentation for Biomedical Factoid Question Answering	Apr 10, 2022	Data AugmentationInformation Retrieval	CodeCode Available	5
Judging the Judges: Can Large Vision-Language Models Fairly Evaluate Chart Comprehension and Reasoning?	May 13, 2025	Chart Question AnsweringFact Checking	CodeCode Available	5
Joint Visual and Text Prompting for Improved Object-Centric Perception with Multimodal Large Language Models	Apr 6, 2024	MMEObject	CodeCode Available	5
P NP, at least in Visual Question Answering	Mar 26, 2020	Question AnsweringVisual Question 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
DARA: Decomposition-Alignment-Reasoning Autonomous Language Agent for Question Answering over Knowledge Graphs	Jun 11, 2024	In-Context LearningKnowledge Graphs	CodeCode Available	5
End-to-End Goal-Driven Web Navigation	Feb 6, 2016	Decision MakingQuestion Answering	CodeCode Available	5
End-to-End Instance Segmentation with Recurrent Attention	May 30, 2016	Autonomous DrivingImage Captioning	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 Answering and Explanation for Visual Commonsense Reasoning	Feb 25, 2022	Knowledge DistillationQuestion 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