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 83518400 of 10817 papers

TitleStatusHype
Are Red Roses Red? Evaluating Consistency of Question-Answering ModelsCode0
Pentagon at MEDIQA 2019: Multi-task Learning for Filtering and Re-ranking Answers using Language Inference and Question Entailment0
Open-Domain Why-Question Answering with Adversarial Learning to Encode Answer Texts0
On the Summarization of Consumer Health QuestionsCode0
Active Reading Comprehension: A Dataset for Learning the Question-Answer Relationship Strategy0
CALOR-QUEST : un corpus d'entra\^ et d'\'evaluation pour la compr\'ehension automatique de textes (Machine reading comprehension is a task related to Question-Answering where questions are not generic in scope but are related to a particular document)0
Multi-grained Attention with Object-level Grounding for Visual Question Answering0
MC\^2: Multi-perspective Convolutional Cube for Conversational Machine Reading Comprehension0
Weak Supervision Enhanced Generative Network for Question Generation0
Do You Know That Florence Is Packed with Visitors? Evaluating State-of-the-art Models of Speaker Commitment0
Learning Representations from Imperfect Time Series Data via Tensor Rank Regularization0
Discourse Analysis and Its Applications0
Deep Learning in Event Detection in Polish0
Deep Bayesian Natural Language Processing0
Katecheo: A Portable and Modular System for Multi-Topic Question AnsweringCode0
Improving the Robustness of Question Answering Systems to Question ParaphrasingCode0
Towards Automating Healthcare Question Answering in a Noisy Multilingual Low-Resource Setting0
Aspect Sentiment Classification Towards Question-Answering with Reinforced Bidirectional Attention Network0
ICDAR 2019 Competition on Scene Text Visual Question Answering0
Open-Ended Long-Form Video Question Answering via Hierarchical Convolutional Self-Attention Networks0
Introducing MathQA -- A Math-Aware Question Answering SystemCode0
Interpretable Question Answering on Knowledge Bases and Text0
Deep Modular Co-Attention Networks for Visual Question AnsweringCode0
EQuANt (Enhanced Question Answer Network)Code0
Learning to Interactively Learn and Assist0
Adversarial Multimodal Network for Movie Question Answering0
Integrating Knowledge and Reasoning in Image Understanding0
RUBi: Reducing Unimodal Biases in Visual Question AnsweringCode0
Investigating Biases in Textual Entailment Datasets0
Semantically Driven Auto-completion0
Adversarial Regularization for Visual Question Answering: Strengths, Shortcomings, and Side Effects0
Hindi Question Generation Using Dependency Structures0
Multi-Hop Paragraph Retrieval for Open-Domain Question AnsweringCode0
NLProlog: Reasoning with Weak Unification for Question Answering in Natural LanguageCode0
Microsoft AI Challenge India 2018: Learning to Rank Passages for Web Question Answering with Deep Attention Networks0
Improving Visual Question Answering by Referring to Generated Paragraph Captions0
IITP at MEDIQA 2019: Systems Report for Natural Language Inference, Question Entailment and Question Answering0
Real-Time Open-Domain Question Answering with Dense-Sparse Phrase IndexCode0
Multigrid Neural MemoryCode0
Neural Arabic Question AnsweringCode0
Unsupervised Question Answering by Cloze TranslationCode0
HEAD-QA: A Healthcare Dataset for Complex Reasoning0
Retrieve, Read, Rerank: Towards End-to-End Multi-Document Reading ComprehensionCode0
Psycholinguistics meets Continual Learning: Measuring Catastrophic Forgetting in Visual Question Answering0
Question Answering as Global Reasoning over Semantic AbstractionsCode0
Gendered Pronoun Resolution using BERT and an extractive question answering formulationCode0
Deep Contextualized Biomedical Abbreviation Expansion0
RankQA: Neural Question Answering with Answer Re-RankingCode0
How Does BERT Answer Questions? A Layer-Wise Analysis of Transformer Representations0
ActivityNet-QA: A Dataset for Understanding Complex Web Videos via Question AnsweringCode0
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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