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
Data Augmentation for Biomedical Factoid Question Answering—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
基于多头注意力和BiLSTM改进DAM模型的中文问答匹配方法(Chinese question answering method based on multi-head attention and BiLSTM improved DAM model)—0
Proceedings of the Joint Workshop on Bibliometric-enhanced Information Retrieval and Natural Language Processing for Digital Libraries (BIRNDL)—0
Jiangnan at SemEval-2018 Task 11: Deep Neural Network with Attention Method for Machine Comprehension Task—0
Proceedings of the Workshop on Human-Computer Question Answering—0
Data Augmentation for BERT Fine-Tuning in Open-Domain Question Answering—0
Proceedings of the Workshop on Question Answering for Complex Domains—0
Automatic Claim Review for Climate Science via Explanation Generation—0
ProcTag: Process Tagging for Assessing the Efficacy of Document Instruction Data—0
JEEM: Vision-Language Understanding in Four Arabic Dialects—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
JEC-QA: A Legal-Domain Question Answering Dataset—0
DARE: Diverse Visual Question Answering with Robustness Evaluation—0
JAIST: Combining multiple features for Answer Selection in Community Question Answering—0
Jailbreak Attacks and Defenses Against Large Language Models: A Survey—0
Jaeger: A Concatenation-Based Multi-Transformer VQA Model—0
Danoliteracy of Generative, Large Language Models—0
Projection-based Annotation of a Polish Dependency Treebank—0
Automatic Building and Using Parallel Resources for SMT from Comparable Corpora—0
Medical Knowledge Graph QA for Drug-Drug Interaction Prediction based on Multi-hop Machine Reading Comprehension—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