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 3201–3210 of 10817 papers

Title	Date	Tasks	Status
DUT-NLP at MEDIQA 2019: An Adversarial Multi-Task Network to Jointly Model Recognizing Question Entailment and Question Answering	Aug 1, 2019	Medical Question AnsweringMulti-Task Learning	—Unverified
DUTH at SemEval-2019 Task 8: Part-Of-Speech Features for Question Classification	Jun 1, 2019	Community Question AnsweringFact Checking	—Unverified
Binding Touch to Everything: Learning Unified Multimodal Tactile Representations	Jan 31, 2024	Question AnsweringVisual Question Answering (VQA)	—Unverified
Explicit Reasoning over End-to-End Neural Architectures for Visual Question Answering	Mar 23, 2018	Question AnsweringVisual Question Answering	—Unverified
Exploiting Attention to Reveal Shortcomings in Memory Models	Nov 1, 2018	BIG-bench Machine LearningDecision Making	—Unverified
Embodied Multimodal Multitask Learning	Feb 4, 2019	Deep Reinforcement LearningDisentanglement	—Unverified
DUT-BIM at MEDIQA 2019: Utilizing Transformer Network and Medical Domain-Specific Contextualized Representations for Question Answering	Aug 1, 2019	Question AnsweringRelation	—Unverified
Embodied Question Answering in Photorealistic Environments with Point Cloud Perception	Apr 6, 2019	Embodied Question AnsweringQuestion Answering	—Unverified
Duplicate Question Retrieval and Confirmation Time Prediction in Software Communities	Sep 10, 2023	Community Question AnsweringDuplicate-Question Retrieval	—Unverified
A Novel DeBERTa-based Model for Financial Question Answering Task	Jul 12, 2022	Language ModelingLanguage Modelling	—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