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 91019150 of 10817 papers

TitleStatusHype
Large Scale Scene Text Verification with Guided Attention0
Mixing Context Granularities for Improved Entity Linking on Question Answering Data across Entity CategoriesCode0
Analyzing and Characterizing User Intent in Information-seeking Conversations0
How to Seq2seq for SQL0
TempQuestions: A Benchmark for Temporal Question Answering0
NE-Table: A Neural key-value table for Named EntitiesCode0
Adversarial Training for Community Question Answer Selection Based on Multi-scale Matching0
Generative Stock Question Answering0
Expert Finding in Community Question Answering: A Review0
Unsupervised Natural Language Generation with Denoising AutoencodersCode0
Phrase-Indexed Question Answering: A New Challenge for Scalable Document ComprehensionCode0
Learning Semantic Textual Similarity from ConversationsCode0
Putting Question-Answering Systems into Practice: Transfer Learning for Efficient Domain Customization0
Video based Contextual Question Answering0
Robust Machine Comprehension Models via Adversarial Training0
Training a Ranking Function for Open-Domain Question Answering0
QA4IE: A Question Answering based Framework for Information ExtractionCode0
Question Answering over Freebase via Attentive RNN with Similarity Matrix based CNN0
Question Type Guided Attention in Visual Question Answering0
Simple and Effective Semi-Supervised Question Answering0
Differential Attention for Visual Question AnsweringCode0
QDEE: Question Difficulty and Expertise Estimation in Community Question Answering SitesCode0
A Language for Function Signature RepresentationsCode0
Visual Question Reasoning on General Dependency Tree0
DDRprog: A CLEVR Differentiable Dynamic Reasoning Programmer0
Motion-Appearance Co-Memory Networks for Video Question Answering0
Two can play this Game: Visual Dialog with Discriminative Question Generation and Answering0
Generalized Hadamard-Product Fusion Operators for Visual Question Answering0
Pay More Attention - Neural Architectures for Question-Answering0
Simple Large-scale Relation Extraction from Unstructured Text0
Studio Ousia's Quiz Bowl Question Answering System0
Explicit Reasoning over End-to-End Neural Architectures for Visual Question Answering0
Expeditious Generation of Knowledge Graph EmbeddingsCode0
Attention on Attention: Architectures for Visual Question Answering (VQA)Code0
VQA-E: Explaining, Elaborating, and Enhancing Your Answers for Visual Questions0
Inverse Visual Question Answering: A New Benchmark and VQA Diagnosis Tool0
A Simple and Effective Approach to the Story Cloze Test0
Word2Bits - Quantized Word VectorsCode0
Think you have Solved Question Answering? Try ARC, the AI2 Reasoning ChallengeCode0
Transparency by Design: Closing the Gap Between Performance and Interpretability in Visual ReasoningCode0
It was the training data pruning too!0
Entity Resolution and Federated Learning get a Federated Resolution0
An Unsupervised Model with Attention Autoencoders for Question Retrieval0
Fact Checking in Community ForumsCode0
Translating Questions into Answers using DBPedia n-triples0
Neural Architectures for Open-Type Relation Argument Extraction0
A Factoid Question Answering System for Vietnamese0
Towards a Question Answering System over the Semantic Web0
Knowledge Base Relation Detection via Multi-View Matching0
Medical Exam Question Answering with Large-scale Reading Comprehension0
Show:102550
← PrevPage 183 of 217Next →

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