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

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Showing 8351–8375 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 Entailment—0
Open-Domain Why-Question Answering with Adversarial Learning to Encode Answer Texts—0
On the Summarization of Consumer Health QuestionsCode0
Active Reading Comprehension: A Dataset for Learning the Question-Answer Relationship Strategy—0
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
Weak Supervision Enhanced Generative Network for Question Generation—0
Multi-grained Attention with Object-level Grounding for Visual Question Answering—0
MC\^2: Multi-perspective Convolutional Cube for Conversational Machine Reading Comprehension—0
Do You Know That Florence Is Packed with Visitors? Evaluating State-of-the-art Models of Speaker Commitment—0
Learning Representations from Imperfect Time Series Data via Tensor Rank Regularization—0
Discourse Analysis and Its Applications—0
Deep Learning in Event Detection in Polish—0
Deep Bayesian Natural Language Processing—0
Katecheo: A Portable and Modular System for Multi-Topic Question AnsweringCode0
Towards Automating Healthcare Question Answering in a Noisy Multilingual Low-Resource Setting—0
Improving the Robustness of Question Answering Systems to Question ParaphrasingCode0
Aspect Sentiment Classification Towards Question-Answering with Reinforced Bidirectional Attention Network—0
ICDAR 2019 Competition on Scene Text Visual Question Answering—0
Open-Ended Long-Form Video Question Answering via Hierarchical Convolutional Self-Attention Networks—0
Introducing MathQA -- A Math-Aware Question Answering SystemCode0
Interpretable Question Answering on Knowledge Bases and Text—0
Deep Modular Co-Attention Networks for Visual Question AnsweringCode0
EQuANt (Enhanced Question Answer Network)Code0
Learning to Interactively Learn and Assist—0
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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