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 82018250 of 10817 papers

TitleStatusHype
Explainable High-order Visual Question Reasoning: A New Benchmark and Knowledge-routed Network0
Designing dialogue systems: A mean, grumpy, sarcastic chatbot in the browser0
Triplet-Aware Scene Graph Embeddings0
What's Missing: A Knowledge Gap Guided Approach for Multi-hop Question AnsweringCode0
How Additional Knowledge can Improve Natural Language Commonsense Question Answering?0
Look, Read and Enrich. Learning from Scientific Figures and their CaptionsCode0
Learning Sparse Mixture of Experts for Visual Question Answering0
Deep Contextualized Pairwise Semantic Similarity for Arabic Language Questions0
Pre-trained Language Model for Biomedical Question AnsweringCode0
Conversational AI : Open Domain Question Answering and Commonsense Reasoning0
Simple yet Effective Bridge Reasoning for Open-Domain Multi-Hop Question Answering0
Multi-step Entity-centric Information Retrieval for Multi-Hop Question Answering0
Do NLP Models Know Numbers? Probing Numeracy in EmbeddingsCode0
Inverse Visual Question Answering with Multi-Level Attentions0
KorQuAD1.0: Korean QA Dataset for Machine Reading Comprehension0
Addressing Semantic Drift in Question Generation for Semi-Supervised Question AnsweringCode0
Neural Correction Model for Open-Domain Named Entity RecognitionCode0
Finding Generalizable Evidence by Learning to Convince Q&A ModelsCode0
NSURL-2019 Shared Task 8: Semantic Question Similarity in Arabic0
Measuring Domain Portability and ErrorPropagation in Biomedical QA0
Frustratingly Easy Natural Question Answering0
A Discrete Hard EM Approach for Weakly Supervised Question AnsweringCode0
Sunny and Dark Outside?! Improving Answer Consistency in VQA through Entailed Question Generation0
Question Generation by TransformersCode0
Span Selection Pre-training for Question AnsweringCode0
Graph-Based Reasoning over Heterogeneous External Knowledge for Commonsense Question AnsweringCode0
Large Scale Question Answering using Tourism Data0
Abductive Reasoning as Self-Supervision for Common Sense Question Answering0
Effective Search of Logical Forms for Weakly Supervised Knowledge-Based Question Answering0
Incorporating External Knowledge into Machine Reading for Generative Question Answering0
A Better Way to Attend: Attention with Trees for Video Question AnsweringCode0
Semantics-aware BERT for Language UnderstandingCode0
From 'F' to 'A' on the N.Y. Regents Science Exams: An Overview of the Aristo Project0
Answers Unite! Unsupervised Metrics for Reinforced Summarization ModelsCode0
Decoupled Box Proposal and Featurization with Ultrafine-Grained Semantic Labels Improve Image Captioning and Visual Question Answering0
Unicoder: A Universal Language Encoder by Pre-training with Multiple Cross-lingual Tasks0
Language Models as Knowledge Bases?Code0
PlotQA: Reasoning over Scientific Plots0
Attention-based Pairwise Multi-Perspective Convolutional Neural Network for Answer Selection in Question Answering0
Classification Betters Regression in Query-based Multi-document Summarisation Techniques for Question Answering: Macquarie University at BioASQ7b0
FriendsQA: Open-Domain Question Answering on TV Show Transcripts0
Real Life Application of a Question Answering System Using BERT Language Model0
Question Similarity in Community Question Answering: A Systematic Exploration of Preprocessing Methods and ModelsCode0
Question Answering Systems Approaches and Challenges0
EoANN: Lexical Semantic Relation Classification Using an Ensemble of Artificial Neural Networks0
Enhancing Unsupervised Sentence Similarity Methods with Deep Contextualised Word Representations0
Discourse-Based Approach to Involvement of Background Knowledge for Question Answering0
Automatic Question Answering for Medical MCQs: Can It go Further than Information Retrieval?0
Automatic Propbank Generation for Turkish0
Semantic Textual Similarity with Siamese Neural 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