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 9426–9450 of 10817 papers

TitleStatusHype
Large-Scale Goodness Polarity Lexicons for Community Question Answering—0
Video Question Answering via Attribute-Augmented Attention Network Learning—0
Visual Question Answering with Memory-Augmented Networks—0
Evaluating Semantic Parsing against a Simple Web-based Question Answering ModelCode0
Quasar: Datasets for Question Answering by Search and ReadingCode0
Effective Approaches to Batch Parallelization for Dynamic Neural Network ArchitecturesCode0
Long-Term Memory Networks for Question Answering—0
An Attention Mechanism for Answer Selection Using a Combined Global and Local View—0
DeepStory: Video Story QA by Deep Embedded Memory Networks—0
Modulating early visual processing by languageCode0
Are You Smarter Than a Sixth Grader? Textbook Question Answering for Multimodal Machine Comprehension—0
Kernel Pooling for Convolutional Neural Networks—0
Multi-Level Attention Networks for Visual Question Answering—0
Knowledge Acquisition for Visual Question Answering via Iterative Querying—0
Latent-Variable PCFGs: Background and Applications—0
Building a Non-Trivial Paraphrase Corpus Using Multiple Machine Translation SystemsCode0
Olelo: A Question Answering Application for Biomedicine—0
Feature-Rich Networks for Knowledge Base Completion—0
EviNets: Neural Networks for Combining Evidence Signals for Factoid Question Answering—0
RelTextRank: An Open Source Framework for Building Relational Syntactic-Semantic Text Pair Representations—0
Extended Named Entity Recognition API and Its Applications in Language Education—0
Benben: A Chinese Intelligent Conversational Robot—0
Integrating Deep Linguistic Features in Factuality Prediction over Unified Datasets—0
Multimodal Machine Learning: Integrating Language, Vision and Speech—0
Improving Implicit Discourse Relation Recognition with Discourse-specific Word Embeddings—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