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 8326–8350 of 10817 papers

Title	Date	Tasks	Status
Metalearned Neural Memory	Jul 23, 2019	Question Answeringreinforcement-learning	CodeCode Available
Bilinear Graph Networks for Visual Question Answering	Jul 23, 2019	Question AnsweringVisual Question Answering	—Unverified
Introduction to Neural Network based Approaches for Question Answering over Knowledge Graphs	Jul 22, 2019	Knowledge GraphsQuestion Answering	—Unverified
A Comparative Evaluation of Visual and Natural Language Question Answering Over Linked Data	Jul 19, 2019	Natural Language QueriesQuestion Answering	—Unverified
Querying Knowledge via Multi-Hop English Questions	Jul 18, 2019	BIG-bench Machine LearningQuestion Answering	CodeCode Available
Neural Shuffle-Exchange Networks -- Sequence Processing in O(n log n) Time	Jul 18, 2019	LAMBADALanguage Modeling	CodeCode Available
OmniNet: A unified architecture for multi-modal multi-task learning	Jul 17, 2019	Image CaptioningMulti-Task Learning	CodeCode Available
Learning Representation Mapping for Relation Detection in Knowledge Base Question Answering	Jul 17, 2019	Knowledge Base Question AnsweringQuestion Answering	CodeCode Available
KVQA: Knowledge-Aware Visual Question Answering	Jul 17, 2019	Knowledge GraphsQuestion Answering	—Unverified
Almawave-SLU: A new dataset for SLU in Italian	Jul 17, 2019	Intent DetectionQuestion Answering	—Unverified
A Self-Attentive model for Knowledge Tracing	Jul 16, 2019	Ad-Hoc Information RetrievalKnowledge Tracing	CodeCode Available
2nd Place Solution to the GQA Challenge 2019	Jul 16, 2019	Question AnsweringVisual Question Answering	—Unverified
TWEETQA: A Social Media Focused Question Answering Dataset	Jul 14, 2019	ArticlesQuestion Answering	—Unverified
Cross-Lingual Transfer Learning for Question Answering	Jul 13, 2019	Cross-Lingual TransferMachine Translation	—Unverified
Tackling Graphical NLP problems with Graph Recurrent Networks	Jul 13, 2019	Graph Neural NetworkKnowledge Graphs	CodeCode Available
ReQA: An Evaluation for End-to-End Answer Retrieval Models	Jul 10, 2019	Information RetrievalQuestion Answering	CodeCode Available
Neural Reasoning, Fast and Slow, for Video Question Answering	Jul 10, 2019	Natural QuestionsQuestion Answering	—Unverified
An Effective Multi-Stage Approach For Question Answering	Jul 10, 2019	Machine Reading ComprehensionNatural Language Understanding	—Unverified
Multilingual Universal Sentence Encoder for Semantic Retrieval	Jul 9, 2019	Question AnsweringRetrieval	—Unverified
Short Text Conversation Based on Deep Neural Network and Analysis on Evaluation Measures	Jul 6, 2019	Question AnsweringSentence	CodeCode Available
Video Question Generation via Cross-Modal Self-Attention Networks Learning	Jul 5, 2019	DiversityQuestion Answering	—Unverified
A Study of the Effect of Resolving Negation and Sentiment Analysis in Recognizing Text Entailment for Arabic	Jul 5, 2019	Natural Language InferenceNegation	—Unverified
A Road-map Towards Explainable Question Answering A Solution for Information Pollution	Jul 4, 2019	PositionQuestion Answering	—Unverified
CS563-QA: A Collection for Evaluating Question Answering Systems	Jul 2, 2019	Natural Language UnderstandingQuestion Answering	—Unverified
Question Answering in the Biomedical Domain	Jul 1, 2019	Question Answering	—Unverified

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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