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 2871–2880 of 10817 papers

Title	Date	Tasks	Status	Score
Learning Action-Effect Dynamics for Hypothetical Vision-Language Reasoning Task	Dec 7, 2022	DecoderGraph Question Answering	CodeCode Available	5
Learning a Natural Language Interface with Neural Programmer	Nov 28, 2016	Natural Language QueriesProgram induction	CodeCode Available	5
Learning Conditioned Graph Structures for Interpretable Visual Question Answering	Jun 19, 2018	Question AnsweringVisual Question Answering	CodeCode Available	5
Discourse Comprehension: A Question Answering Framework to Represent Sentence Connections	Nov 1, 2021	Question AnsweringReading Comprehension	CodeCode Available	5
Learn from Downstream and Be Yourself in Multimodal Large Language Model Fine-Tuning	Nov 17, 2024	Image CaptioningLanguage Modeling	CodeCode Available	5
aNMM: Ranking Short Answer Texts with Attention-Based Neural Matching Model	Jan 5, 2018	Feature EngineeringQuestion Answering	CodeCode Available	5
Learned in Translation: Contextualized Word Vectors	Aug 1, 2017	General ClassificationMachine Translation	CodeCode Available	5
Learning a Cost-Effective Annotation Policy for Question Answering	Oct 7, 2020	Question Answering	CodeCode Available	5
Learning content and context with language bias for Visual Question Answering	Dec 21, 2020	Question AnsweringVisual Question Answering	CodeCode Available	5
Learning Intrinsic Sparse Structures within Long Short-Term Memory	Sep 15, 2017	Language ModelingLanguage Modelling	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