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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 9451–9500 of 10817 papers

TitleStatusHype
Modulating early visual processing by languageCode0
Are You Smarter Than a Sixth Grader? Textbook Question Answering for Multimodal Machine Comprehension—0
Benben: A Chinese Intelligent Conversational Robot—0
Building a Non-Trivial Paraphrase Corpus Using Multiple Machine Translation SystemsCode0
Generating Natural Answers by Incorporating Copying and Retrieving Mechanisms in Sequence-to-Sequence Learning—0
End-to-End Non-Factoid Question Answering with an Interactive Visualization of Neural Attention Weights—0
Kernel Pooling for Convolutional Neural Networks—0
A Corpus of Natural Language for Visual Reasoning—0
A Constituent-Centric Neural Architecture for Reading Comprehension—0
Olelo: A Question Answering Application for Biomedicine—0
Multi-Level Attention Networks for Visual Question Answering—0
Knowledge Acquisition for Visual Question Answering via Iterative Querying—0
EviNets: Neural Networks for Combining Evidence Signals for Factoid Question Answering—0
Coarse-to-Fine Question Answering for Long Documents—0
An End-to-End Model for Question Answering over Knowledge Base with Cross-Attention Combining Global Knowledge—0
Improving Implicit Discourse Relation Recognition with Discourse-specific Word Embeddings—0
Multimodal Machine Learning: Integrating Language, Vision and Speech—0
Feature-Rich Networks for Knowledge Base Completion—0
RelTextRank: An Open Source Framework for Building Relational Syntactic-Semantic Text Pair Representations—0
Neural Relation Extraction with Multi-lingual Attention—0
Deep Learning in Semantic Kernel Spaces—0
Extended Named Entity Recognition API and Its Applications in Language Education—0
Integrating Deep Linguistic Features in Factuality Prediction over Unified Datasets—0
Gated Self-Matching Networks for Reading Comprehension and Question Answering—0
Classifying Temporal Relations by Bidirectional LSTM over Dependency Paths—0
Latent-Variable PCFGs: Background and Applications—0
Segmentation Guided Attention Networks for Visual Question Answering—0
SuperAgent: A Customer Service Chatbot for E-commerce Websites—0
Self-Crowdsourcing Training for Relation Extraction—0
Search-based Neural Structured Learning for Sequential Question Answering—0
Neural Question Answering at BioASQ 5B—0
RelNet: End-to-End Modeling of Entities & Relations—0
Cross-language Learning with Adversarial Neural Networks: Application to Community Question Answering—0
Compact Tensor Pooling for Visual Question Answering—0
Neural Models for Key Phrase Detection and Question Generation—0
Neural Domain Adaptation for Biomedical Question AnsweringCode0
Gated Orthogonal Recurrent Units: On Learning to ForgetCode0
Dynamic Integration of Background Knowledge in Neural NLU Systems—0
Question Answering and Question Generation as Dual Tasks—0
Deep learning evaluation using deep linguistic processing—0
A simple neural network module for relational reasoningCode0
A Joint Model for Question Answering and Question Generation—0
Improving Legal Information Retrieval by Distributional Composition with Term Order Probabilities—0
Book Review: Linked Lexical Knowledge Bases Foundations and Applications by Iryna Gurevych, Judith Eckle-er and Michael Matuschek—0
Framing QA as Building and Ranking Intersentence Answer Justifications—0
Learning to Compute Word Embeddings On the Fly—0
IRGAN: A Minimax Game for Unifying Generative and Discriminative Information Retrieval ModelsCode0
Question-Answering with Grammatically-Interpretable Representations—0
Towards a Knowledge Graph based Speech Interface—0
Ask the Right Questions: Active Question Reformulation with Reinforcement LearningCode0
Show:102550
← PrevPage 190 of 217Next →
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