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 9826–9850 of 10817 papers

Title	Date	Tasks	Status	Hype
Deep Feature Fusion Network for Answer Quality Prediction in Community Question Answering	Jun 22, 2016	Community Question AnsweringQuestion Answering	—Unverified	0
Semantic Parsing to Probabilistic Programs for Situated Question Answering	Jun 22, 2016	Question AnsweringSemantic Parsing	—Unverified	0
Question Relevance in VQA: Identifying Non-Visual And False-Premise Questions	Jun 21, 2016	Question AnsweringQuestion Similarity	—Unverified	0
DualNet: Domain-Invariant Network for Visual Question Answering	Jun 20, 2016	Question AnsweringVisual Question Answering	—Unverified	0
Full-Time Supervision based Bidirectional RNN for Factoid Question Answering	Jun 19, 2016	Question Answering	—Unverified	0
Human Attention in Visual Question Answering: Do Humans and Deep Networks Look at the Same Regions?	Jun 17, 2016	Question AnsweringVisual Question Answering	—Unverified	0
FVQA: Fact-based Visual Question Answering	Jun 17, 2016	Common Sense ReasoningQuestion Answering	—Unverified	0
SQuAD: 100,000+ Questions for Machine Comprehension of Text	Jun 16, 2016	ArticlesQuestion Answering	CodeCode Available	1
No Need to Pay Attention: Simple Recurrent Neural Networks Work! (for Answering "Simple" Questions)	Jun 16, 2016	Question Answering	—Unverified	0
A Study of MatchPyramid Models on Ad-hoc Retrieval	Jun 15, 2016	Machine TranslationParaphrase Identification	CodeCode Available	0
Query-Reduction Networks for Question Answering	Jun 14, 2016	Goal-Oriented DialogProcedural Text Understanding	CodeCode Available	0
Dialog state tracking, a machine reading approach using Memory Network	Jun 13, 2016	dialog state trackingManagement	—Unverified	0
Training Recurrent Answering Units with Joint Loss Minimization for VQA	Jun 12, 2016	Question AnsweringVisual Question Answering	—Unverified	0
Human Attention in Visual Question Answering: Do Humans and Deep Networks Look at the Same Regions?	Jun 11, 2016	Question AnsweringVisual Question Answering	—Unverified	0
Simple Question Answering by Attentive Convolutional Neural Network	Jun 10, 2016	Entity LinkingFact Selection	—Unverified	0
Key-Value Memory Networks for Directly Reading Documents	Jun 9, 2016	Question Answering	CodeCode Available	0
Natural Language Comprehension with the EpiReader	Jun 7, 2016	Question AnsweringReading Comprehension	—Unverified	0
CFO: Conditional Focused Neural Question Answering with Large-scale Knowledge Bases	Jun 7, 2016	Question Answering	—Unverified	0
Iterative Alternating Neural Attention for Machine Reading	Jun 7, 2016	ArticlesQuestion Answering	CodeCode Available	0
Multimodal Residual Learning for Visual QA	Jun 5, 2016	Multiple-choiceQuestion Answering	CodeCode Available	0
Gated-Attention Readers for Text Comprehension	Jun 5, 2016	Answer SelectionOpen-Domain Question Answering	CodeCode Available	0
Generating Natural Language Inference Chains	Jun 4, 2016	Machine TranslationNatural Language Inference	—Unverified	0
Question Answering over Knowledge Base with Neural Attention Combining Global Knowledge Information	Jun 3, 2016	Question Answering	—Unverified	0
Answer-Type Prediction for Visual Question Answering	Jun 1, 2016	Object RecognitionPrediction	—Unverified	0
ArabTAG: from a Handcrafted to a Semi-automatically Generated TAG	Jun 1, 2016	Question AnsweringTAG	—Unverified	0

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All datasets SQuAD2.0 SQuAD1.1 HotpotQA PIQA BoolQ COPA TriviaQA SQuAD1.1 dev Natural Questions OpenBookQA TruthfulQA MultiRC

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	IE-Net (ensemble)	EM	90.94	—	Unverified
2	FPNet (ensemble)	EM	90.87	—	Unverified
3	IE-NetV2 (ensemble)	EM	90.86	—	Unverified
4	SA-Net on Albert (ensemble)	EM	90.72	—	Unverified
5	SA-Net-V2 (ensemble)	EM	90.68	—	Unverified
6	FPNet (ensemble)	EM	90.6	—	Unverified
7	Retro-Reader (ensemble)	EM	90.58	—	Unverified
8	EntitySpanFocusV2 (ensemble)	EM	90.52	—	Unverified
9	TransNets + SFVerifier + SFEnsembler (ensemble)	EM	90.49	—	Unverified
10	EntitySpanFocus+AT (ensemble)	EM	90.45	—	Unverified