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 3671–3680 of 10817 papers

Title	Date	Tasks	Status
Explicit Utilization of General Knowledge in Machine Reading Comprehension	Sep 10, 2018	General KnowledgeMachine Reading Comprehension	—Unverified
Exploring Markov Logic Networks for Question Answering	Sep 1, 2015	Question Answering	—Unverified
From RAGs to rich parameters: Probing how language models utilize external knowledge over parametric information for factual queries	Jun 18, 2024	Question AnsweringRAG	—Unverified
Are Large Language Model-based Evaluators the Solution to Scaling Up Multilingual Evaluation?	Sep 14, 2023	Language ModelingLanguage Modelling	—Unverified
From text to multimodal: a survey of adversarial example generation in question answering systems	Dec 26, 2023	Question AnsweringQuestion Generation	—Unverified
Full Machine Translation for Factoid Question Answering	Apr 1, 2012	Machine TranslationQuestion Answering	—Unverified
Gated Self-Matching Networks for Reading Comprehension and Question Answering	Jul 1, 2017	Question AnsweringReading Comprehension	—Unverified
Don’t Read Too Much Into It: Adaptive Computation for Open-Domain Question Answering	Nov 1, 2020	Open-Domain Question AnsweringQuestion Answering	—Unverified
Beyond Plain Spatial Knowledge: Determining Where Entities Are and Are Not Located, and For How Long	Aug 1, 2016	Coreference ResolutionQuestion Answering	—Unverified
Don't Read Too Much into It: Adaptive Computation for Open-Domain Question Answering	Nov 10, 2020	Open-Domain Question AnsweringQuestion Answering	—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