SOTAVerified

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 7576–7600 of 10817 papers

TitleStatusHype
Comprehension Based Question Answering using Bloom's Taxonomy—0
Proceedings of the 2nd Workshop on Machine Reading for Question Answering—0
Proceedings of the 6th BioASQ Workshop A challenge on large-scale biomedical semantic indexing and question answering—0
AstroLLaVA: towards the unification of astronomical data and natural language—0
Proceedings of the Joint Workshop on Bibliometric-enhanced Information Retrieval and Natural Language Processing for Digital Libraries (BIRNDL)—0
Proceedings of the Open Knowledge Base and Question Answering Workshop (OKBQA 2016)—0
Proceedings of the Workshop on Human-Computer Question Answering—0
Proceedings of the Workshop on Machine Reading for Question Answering—0
Proceedings of the Workshop on Question Answering for Complex Domains—0
FAQ-based Question Answering via Knowledge Anchors—0
ProcTag: Process Tagging for Assessing the Efficacy of Document Instruction Data—0
FAQ-based Question Answering via Word Alignment—0
Product Question Answering in E-Commerce: A Survey—0
Programming Language Agnostic Mining of Code and Language Pairs with Sequence Labeling Based Question Answering—0
Program Synthesis Benchmark for Visual Programming in XLogoOnline Environment—0
Progressive Attention Memory Network for Movie Story Question Answering—0
Graph-Structured Representations for Visual Question Answering—0
Progressive Evidence Refinement for Open-domain Multimodal Retrieval Question Answering—0
Graph Relation Transformer: Incorporating pairwise object features into the Transformer architecture—0
Compound Type Identification in Sanskrit: What Roles do the Corpus and Grammar Play?—0
FashionVQA: A Domain-Specific Visual Question Answering System—0
Bilinear Graph Networks for Visual Question Answering—0
Projection-based Annotation of a Polish Dependency Treebank—0
Graph Reasoning for Question Answering with Triplet Retrieval—0
Compound Tokens: Channel Fusion for Vision-Language Representation Learning—0
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All datasetsSQuAD2.0SQuAD1.1HotpotQAPIQABoolQCOPATriviaQASQuAD1.1 devNatural QuestionsOpenBookQATruthfulQAMultiRC

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1IE-Net (ensemble)EM90.94—Unverified
2FPNet (ensemble)EM90.87—Unverified
3IE-NetV2 (ensemble)EM90.86—Unverified
4SA-Net on Albert (ensemble)EM90.72—Unverified
5SA-Net-V2 (ensemble)EM90.68—Unverified
6FPNet (ensemble)EM90.6—Unverified
7Retro-Reader (ensemble)EM90.58—Unverified
8EntitySpanFocusV2 (ensemble)EM90.52—Unverified
9TransNets + SFVerifier + SFEnsembler (ensemble)EM90.49—Unverified
10EntitySpanFocus+AT (ensemble)EM90.45—Unverified