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 3781–3790 of 10817 papers

Title	Date	Tasks	Status	Hype
Systematic Assessment of Factual Knowledge in Large Language Models	Oct 18, 2023	Knowledge GraphsQuestion Answering	—Unverified	0
Open Information Extraction: A Review of Baseline Techniques, Approaches, and Applications	Oct 18, 2023	Open Information ExtractionQuestion Answering	—Unverified	0
Gold: A Global and Local-aware Denoising Framework for Commonsense Knowledge Graph Noise Detection	Oct 18, 2023	DenoisingKnowledge Graphs	CodeCode Available	0
Open-ended Commonsense Reasoning with Unrestricted Answer Scope	Oct 18, 2023	Question AnsweringRetrieval	—Unverified	0
Alexpaca: Learning Factual Clarification Question Generation Without Examples	Oct 17, 2023	BenchmarkingChatbot	—Unverified	0
QADYNAMICS: Training Dynamics-Driven Synthetic QA Diagnostic for Zero-Shot Commonsense Question Answering	Oct 17, 2023	DiagnosticQuestion Answering	CodeCode Available	0
Emulating Human Cognitive Processes for Expert-Level Medical Question-Answering with Large Language Models	Oct 17, 2023	Decision MakingLanguage Modeling	—Unverified	0
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection	Oct 17, 2023	Fact VerificationQuestion Answering	CodeCode Available	4
UNK-VQA: A Dataset and a Probe into the Abstention Ability of Multi-modal Large Models	Oct 17, 2023	AttributeQuestion Answering	CodeCode Available	0
If the Sources Could Talk: Evaluating Large Language Models for Research Assistance in History	Oct 16, 2023	Question AnsweringRetrieval	CodeCode Available	0

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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