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
Solving Verbal Questions in IQ Test by Knowledge-Powered Word Embedding—0
AFET: Automatic Fine-Grained Entity Typing by Hierarchical Partial-Label EmbeddingCode1
Building compositional semantics and higher-order inference system for a wide-coverage Japanese CCG parser—0
On Generating Characteristic-rich Question Sets for QA Evaluation—0
Nested Propositions in Open Information Extraction—0
It Takes Three to Tango: Triangulation Approach to Answer Ranking in Community Question Answering—0
Discourse Parsing with Attention-based Hierarchical Neural Networks—0
Porting an Open Information Extraction System from English to GermanCode0
Learning Term Embeddings for Taxonomic Relation Identification Using Dynamic Weighting Neural Network—0
POLY: Mining Relational Paraphrases from Multilingual Sentences—0
Improving Semantic Parsing via Answer Type Inference—0
Antecedent Selection for Sluicing: Structure and Content—0
PaCCSS-IT: A Parallel Corpus of Complex-Simple Sentences for Automatic Text Simplification—0
Learning to Answer Questions from Wikipedia Infoboxes—0
Bilingually-constrained Synthetic Data for Implicit Discourse Relation Recognition—0
AMR Parsing with an Incremental Joint Model—0
MixKMeans: Clustering Question-Answer Archives—0
A Stacking Gated Neural Architecture for Implicit Discourse Relation Classification—0
Combining Multiple Cues for Visual Madlibs Question Answering—0
End-to-End Answer Chunk Extraction and Ranking for Reading Comprehension—0
Scaling Memory-Augmented Neural Networks with Sparse Reads and Writes—0
Modeling Ambiguity, Subjectivity, and Diverging Viewpoints in Opinion Question Answering Systems—0
Proposing Plausible Answers for Open-ended Visual Question Answering—0
Addressing Community Question Answering in English and Arabic—0
Gated End-to-End Memory NetworksCode0
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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