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 2741–2750 of 10817 papers

Title	Date	Tasks	Status	Score
Learning to Attend On Essential Terms: An Enhanced Retriever-Reader Model for Open-domain Question Answering	Aug 28, 2018	AI2 Reasoning ChallengeARC	CodeCode Available	5
Beyond Seen Data: Improving KBQA Generalization Through Schema-Guided Logical Form Generation	Feb 18, 2025	Entity RetrievalForm	CodeCode Available	5
Learning to Perform Role-Filler Binding with Schematic Knowledge	Feb 24, 2019	Question AnsweringSentence	CodeCode Available	5
Learning to Compose Neural Networks for Question Answering	Jan 7, 2016	Question Answeringreinforcement-learning	CodeCode Available	5
Beyond Raw Videos: Understanding Edited Videos with Large Multimodal Model	Jun 15, 2024	Question AnsweringVideo Understanding	CodeCode Available	5
Learning to Answer Biomedical Questions: OAQA at BioASQ 4B	Aug 1, 2016	Question Answering	CodeCode Available	5
Beyond Positive Scaling: How Negation Impacts Scaling Trends of Language Models	May 27, 2023	NegationQuestion Answering	CodeCode Available	5
Learning to Rank Query Graphs for Complex Question Answering over Knowledge Graphs	Nov 2, 2018	Graph RankingKnowledge Graphs	CodeCode Available	5
LittleMu: Deploying an Online Virtual Teaching Assistant via Heterogeneous Sources Integration and Chain of Teach Prompts	Aug 11, 2023	Language ModellingQuestion Answering	CodeCode Available	5
Learning Representation Mapping for Relation Detection in Knowledge Base Question Answering	Jul 17, 2019	Knowledge Base Question AnsweringQuestion 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