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 3761–3770 of 10817 papers

Title	Date	Tasks	Status	Hype
A Simple Baseline for Knowledge-Based Visual Question Answering	Oct 20, 2023	In-Context LearningQuestion Answering	CodeCode Available	0
SILC: Improving Vision Language Pretraining with Self-Distillation	Oct 20, 2023	ClassificationContrastive Learning	—Unverified	0
POSQA: Probe the World Models of LLMs with Size Comparisons	Oct 20, 2023	Question Answering	CodeCode Available	0
MoqaGPT : Zero-Shot Multi-modal Open-domain Question Answering with Large Language Model	Oct 20, 2023	Language ModelingLanguage Modelling	CodeCode Available	1
Optimizing Retrieval-augmented Reader Models via Token Elimination	Oct 20, 2023	Answer GenerationDecoder	CodeCode Available	0
Self-Consistency of Large Language Models under Ambiguity	Oct 20, 2023	Question Answering	CodeCode Available	0
Primacy Effect of ChatGPT	Oct 20, 2023	Natural Language UnderstandingQuestion Answering	CodeCode Available	0
Test-Time Self-Adaptive Small Language Models for Question Answering	Oct 20, 2023	General KnowledgeQuestion Answering	CodeCode Available	0
Self-prompted Chain-of-Thought on Large Language Models for Open-domain Multi-hop Reasoning	Oct 20, 2023	In-Context LearningMulti-hop Question Answering	CodeCode Available	1
CLIFT: Analysing Natural Distribution Shift on Question Answering Models in Clinical Domain	Oct 19, 2023	Question Answering	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