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

Showing 94519500 of 10817 papers

TitleStatusHype
End-to-End Non-Factoid Question Answering with an Interactive Visualization of Neural Attention Weights0
Self-Crowdsourcing Training for Relation Extraction0
SuperAgent: A Customer Service Chatbot for E-commerce Websites0
Segmentation Guided Attention Networks for Visual Question Answering0
Search-based Neural Structured Learning for Sequential Question Answering0
Neural Relation Extraction with Multi-lingual Attention0
A Corpus of Natural Language for Visual Reasoning0
Generating Natural Answers by Incorporating Copying and Retrieving Mechanisms in Sequence-to-Sequence Learning0
Classifying Temporal Relations by Bidirectional LSTM over Dependency Paths0
An End-to-End Model for Question Answering over Knowledge Base with Cross-Attention Combining Global Knowledge0
Coarse-to-Fine Question Answering for Long Documents0
A Constituent-Centric Neural Architecture for Reading Comprehension0
Deep Learning in Semantic Kernel Spaces0
Gated Self-Matching Networks for Reading Comprehension and Question Answering0
Neural Question Answering at BioASQ 5B0
RelNet: End-to-End Modeling of Entities & Relations0
Cross-language Learning with Adversarial Neural Networks: Application to Community Question Answering0
Compact Tensor Pooling for Visual Question Answering0
Neural Models for Key Phrase Detection and Question Generation0
Neural Domain Adaptation for Biomedical Question AnsweringCode0
Attention Is All You NeedCode3
Dynamic Integration of Background Knowledge in Neural NLU Systems0
Gated Orthogonal Recurrent Units: On Learning to ForgetCode0
Question Answering and Question Generation as Dual Tasks0
A simple neural network module for relational reasoningCode0
A Joint Model for Question Answering and Question Generation0
Deep learning evaluation using deep linguistic processing0
Improving Legal Information Retrieval by Distributional Composition with Term Order Probabilities0
Book Review: Linked Lexical Knowledge Bases Foundations and Applications by Iryna Gurevych, Judith Eckle-er and Michael Matuschek0
Framing QA as Building and Ranking Intersentence Answer Justifications0
Learning to Compute Word Embeddings On the Fly0
IRGAN: A Minimax Game for Unifying Generative and Discriminative Information Retrieval ModelsCode0
Towards a Knowledge Graph based Speech Interface0
Question-Answering with Grammatically-Interpretable Representations0
Ask the Right Questions: Active Question Reformulation with Reinforcement LearningCode0
A survey of Community Question Answering0
A Survey of Question Answering for Math and Science Problem0
Survey of Visual Question Answering: Datasets and Techniques0
Logical Parsing from Natural Language Based on a Neural Translation Model0
Reinforced Mnemonic Reader for Machine Reading ComprehensionCode0
Learning Distributed Representations of Texts and Entities from Knowledge BaseCode0
Machine Comprehension by Text-to-Text Neural Question GenerationCode0
The Forgettable-Watcher Model for Video Question Answering0
Coreference Resolution for Swedish and German using Distant Supervision0
Docforia: A Multilayer Document Model0
A Multilingual Entity Linker Using PageRank and Semantic Graphs0
Can We Create a Tool for General Domain Event Analysis?0
The Promise of Premise: Harnessing Question Premises in Visual Question AnsweringCode0
Speech-Based Visual Question AnsweringCode0
Question Answering on Knowledge Bases and Text using Universal Schema and Memory Networks0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1IE-Net (ensemble)EM90.94Unverified
2FPNet (ensemble)EM90.87Unverified
3IE-NetV2 (ensemble)EM90.86Unverified
4SA-Net on Albert (ensemble)EM90.72Unverified
5SA-Net-V2 (ensemble)EM90.68Unverified
6FPNet (ensemble)EM90.6Unverified
7Retro-Reader (ensemble)EM90.58Unverified
8EntitySpanFocusV2 (ensemble)EM90.52Unverified
9TransNets + SFVerifier + SFEnsembler (ensemble)EM90.49Unverified
10EntitySpanFocus+AT (ensemble)EM90.45Unverified