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 3701–3710 of 10817 papers

Title	Date	Tasks	Status	Score
QuASE: Question-Answer Driven Sentence Encoding	Sep 1, 2019	named-entity-recognitionNamed Entity Recognition	CodeCode Available	5
Intelligent Assistant for People with Low Vision Abilities	Nov 20, 2017	Question Answering	CodeCode Available	5
Learning Recurrent Span Representations for Extractive Question Answering	Nov 4, 2016	Answer SelectionExtractive Question-Answering	CodeCode Available	5
Image Content Generation with Causal Reasoning	Dec 12, 2023	Image GenerationQuestion Answering	CodeCode Available	5
Image as a Foreign Language: BEiT Pretraining for All Vision and Vision-Language Tasks	Aug 22, 2022	AllCross-Modal Retrieval	CodeCode Available	5
Image Captioning for Effective Use of Language Models in Knowledge-Based Visual Question Answering	Sep 15, 2021	Image CaptioningKnowledge Graphs	CodeCode Available	5
Image Question Answering using Convolutional Neural Network with Dynamic Parameter Prediction	Nov 18, 2015	Image Retrieval with Multi-Modal QueryParameter Prediction	CodeCode Available	5
Exploring The Visual Feature Space for Multimodal Neural Decoding	May 21, 2025	Brain DecodingQuestion Answering	CodeCode Available	5
Exploring the zero-shot limit of FewRel	Dec 1, 2020	Language ModelingLanguage Modelling	CodeCode Available	5
Addressing Semantic Drift in Question Generation for Semi-Supervised Question Answering	Sep 13, 2019	ArticlesQuestion 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