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 9701–9725 of 10817 papers

TitleStatusHype
Learning to Answer Questions from Wikipedia Infoboxes—0
POLY: Mining Relational Paraphrases from Multilingual Sentences—0
Citation Analysis with Neural Attention Models—0
Building compositional semantics and higher-order inference system for a wide-coverage Japanese CCG parser—0
MixKMeans: Clustering Question-Answer Archives—0
Nested Propositions in Open Information Extraction—0
Bilingually-constrained Synthetic Data for Implicit Discourse Relation Recognition—0
It Takes Three to Tango: Triangulation Approach to Answer Ranking in Community Question Answering—0
Learning Term Embeddings for Taxonomic Relation Identification Using Dynamic Weighting Neural Network—0
Discourse Parsing with Attention-based Hierarchical Neural Networks—0
Improving Semantic Parsing via Answer Type Inference—0
Rule Extraction for Tree-to-Tree Transducers by Cost Minimization—0
On Generating Characteristic-rich Question Sets for QA Evaluation—0
Porting an Open Information Extraction System from English to GermanCode0
PaCCSS-IT: A Parallel Corpus of Complex-Simple Sentences for Automatic Text Simplification—0
Combining Multiple Cues for Visual Madlibs Question Answering—0
Antecedent Selection for Sluicing: Structure and Content—0
A Stacking Gated Neural Architecture for Implicit Discourse Relation Classification—0
AMR Parsing with an Incremental Joint Model—0
Research on attention memory networks as a model for learning natural language inference—0
Statistical Script Learning with Recurrent Neural Networks—0
Towards Broad-coverage Meaning Representation: The Case of Comparison Structures—0
Solving Verbal Questions in IQ Test by Knowledge-Powered Word Embedding—0
Supervised Distributional Hypernym Discovery via Domain Adaptation—0
End-to-End Answer Chunk Extraction and Ranking for 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