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 3081–3090 of 10817 papers

Title	Date	Tasks	Status
BioMedBERT: A Pre-trained Biomedical Language Model for QA and IR	Dec 10, 2020	ArticlesInformation Retrieval	—Unverified
ECNU at SemEval-2017 Task 3: Using Traditional and Deep Learning Methods to Address Community Question Answering Task	Aug 1, 2017	Community Question AnsweringQuestion Answering	—Unverified
ECNUCS: Measuring Short Text Semantic Equivalence Using Multiple Similarity Measurements	Jun 1, 2013	Information RetrievalMachine Translation	—Unverified
ECNUCS: Recognizing Cross-lingual Textual Entailment Using Multiple Text Similarity and Text Difference Measures	Jun 1, 2013	Machine TranslationNatural Language Inference	—Unverified
ECNU: Leveraging Word Embeddings to Boost Performance for Paraphrase in Twitter	Jun 1, 2015	Machine TranslationNatural Language Inference	—Unverified
ECNU: Using Multiple Sources of CQA-based Information for Answers Selection and YES/NO Response Inference	Jun 1, 2015	Answer SelectionCommunity Question Answering	—Unverified
ECNU: Using Traditional Similarity Measurements and Word Embedding for Semantic Textual Similarity Estimation	Jun 1, 2015	Multi-Task LearningNatural Language Inference	—Unverified
BioTABQA: Instruction Learning for Biomedical Table Question Answering	Jul 6, 2022	Question Answering	—Unverified
An Overview of Distant Supervision for Relation Extraction with a Focus on Denoising and Pre-training Methods	Jul 17, 2022	DenoisingKnowledge Graph Completion	—Unverified
Evaluation and Enhancement of Semantic Grounding in Large Vision-Language Models	Sep 7, 2023	Question AnsweringVisual Question 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