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 9951–9975 of 10817 papers

TitleStatusHype
Sentence Similarity Learning by Lexical Decomposition and CompositionCode0
Contextual LSTM (CLSTM) models for Large scale NLP tasks—0
A Comprehensive Comparative Study of Word and Sentence Similarity Measures—0
Question Answering on Linked Data: Challenges and Future Directions—0
Attention-Based Convolutional Neural Network for Machine Comprehension—0
Science Question Answering using Instructional Materials—0
TabMCQ: A Dataset of General Knowledge Tables and Multiple-choice Questions—0
Attentive Pooling NetworksCode0
End-to-End Goal-Driven Web NavigationCode0
Paraphrase Generation from Latent-Variable PCFGs for Semantic Parsing—0
Basic Reasoning with Tensor Product Representations—0
Learning to Compose Neural Networks for Question AnsweringCode0
Arabic WordNet: New Content and New Applications—0
A picture is worth a thousand words: Using OpenClipArt library for enriching IndoWordNet—0
Improving Question Classification by Feature Extraction and Selection—0
A Bayesian Model of Diachronic Meaning Change—0
Discrete-State Variational Autoencoders for Joint Discovery and Factorization of RelationsCode0
A Joint Model for Answer Sentence Ranking and Answer Extraction—0
Learning to Make Inferences in a Semantic Parsing Task—0
Generating Training Data for Semantic Role Labeling based on Label Transfer from Linked Lexical Resources—0
Utilizing Temporal Information for Taxonomy Construction—0
Transforming Dependency Structures to Logical Forms for Semantic ParsingCode0
Backward and Forward Language Modeling for Constrained Sentence Generation—0
A Method of Passage-Based Document Retrieval in Question Answering System—0
Semi-supervised Question Retrieval with Gated ConvolutionsCode0
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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