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 3431–3440 of 10817 papers

Title	Date	Tasks	Status	Score
Integrating Image Features with Convolutional Sequence-to-sequence Network for Multilingual Visual Question Answering	Mar 22, 2023	Question AnsweringVisual Question Answering	CodeCode Available	5
Instruction Makes a Difference	Feb 1, 2024	HallucinationInstruction Following	CodeCode Available	5
Integrating question answering and text-to-SQL in Portuguese	Feb 8, 2022	Question AnsweringText to SQL	CodeCode Available	5
Intelligent Assistant for People with Low Vision Abilities	Nov 20, 2017	Question Answering	CodeCode Available	5
Intent Classification in Question-Answering Using LSTM Architectures	Jan 25, 2020	ClassificationGeneral Classification	CodeCode Available	5
Injecting Numerical Reasoning Skills into Knowledge Base Question Answering Models	Dec 12, 2021	Data AugmentationKnowledge Base Question Answering	CodeCode Available	5
Audiopedia: Audio QA with Knowledge	Dec 29, 2024	Audio Question AnsweringEntity Linking	CodeCode Available	5
CROPE: Evaluating In-Context Adaptation of Vision and Language Models to Culture-Specific Concepts	Oct 20, 2024	Question AnsweringVisual Question Answering	CodeCode Available	5
InterroLang: Exploring NLP Models and Datasets through Dialogue-based Explanations	Oct 9, 2023	Dialogue Act ClassificationHate Speech Detection	CodeCode Available	5
Joint Learning of Answer Selection and Answer Summary Generation in Community Question Answering	Nov 22, 2019	Answer SelectionCommunity Question 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