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 1111–1120 of 10817 papers

Title	Date	Tasks	Status	Hype
A Long Way to Go: Investigating Length Correlations in RLHF	Oct 5, 2023	Question Answering	CodeCode Available	1
Multimodal Question Answering for Unified Information Extraction	Oct 4, 2023	DiversityQuestion Answering	CodeCode Available	1
Retrieval-augmented Generation to Improve Math Question-Answering: Trade-offs Between Groundedness and Human Preference	Oct 4, 2023	MathQuestion Answering	CodeCode Available	1
Integrating UMLS Knowledge into Large Language Models for Medical Question Answering	Oct 4, 2023	Medical Question AnsweringQuestion Answering	CodeCode Available	1
Making Retrieval-Augmented Language Models Robust to Irrelevant Context	Oct 2, 2023	Language ModellingNatural Language Inference	CodeCode Available	1
Fool Your (Vision and) Language Model With Embarrassingly Simple Permutations	Oct 2, 2023	In-Context LearningInstruction Following	CodeCode Available	1
A Framework for Inference Inspired by Human Memory Mechanisms	Oct 1, 2023	image-classificationImage Classification	CodeCode Available	1
Interpretable Long-Form Legal Question Answering with Retrieval-Augmented Large Language Models	Sep 29, 2023	FormNavigate	CodeCode Available	1
Toloka Visual Question Answering Benchmark	Sep 28, 2023	Question AnsweringVisual Question Answering	CodeCode Available	1
Spider4SPARQL: A Complex Benchmark for Evaluating Knowledge Graph Question Answering Systems	Sep 28, 2023	Graph Question AnsweringKnowledge Graphs	CodeCode Available	1

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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