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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 9551–9575 of 10817 papers

Title	Date	Tasks	Status	Hype
Exploring Question Understanding and Adaptation in Neural-Network-Based Question Answering	Mar 14, 2017	Question AnsweringReading Comprehension	—Unverified	0
Making Neural QA as Simple as Possible but not Simpler	Mar 14, 2017	Question AnsweringReading Comprehension	CodeCode Available	1
Tree Memory Networks for Modelling Long-term Temporal Dependencies	Mar 12, 2017	Machine TranslationPart-Of-Speech Tagging	—Unverified	0
Ask Me Even More: Dynamic Memory Tensor Networks (Extended Model)	Mar 11, 2017	Question AnsweringTensor Networks	CodeCode Available	0
End-to-End Prediction of Buffer Overruns from Raw Source Code via Neural Memory Networks	Mar 7, 2017	Question Answering	CodeCode Available	0
Towards Monetary Incentives in Social Q&A Services	Mar 3, 2017	Question Answering	—Unverified	0
Structural Embedding of Syntactic Trees for Machine Comprehension	Mar 2, 2017	Question AnsweringReading Comprehension	—Unverified	0
Task-driven Visual Saliency and Attention-based Visual Question Answering	Feb 22, 2017	Question AnsweringVisual Question Answering	—Unverified	0
Neural Multi-Step Reasoning for Question Answering on Semi-Structured Tables	Feb 21, 2017	Question Answering	CodeCode Available	0
Survey of reasoning using Neural networks	Feb 14, 2017	Question AnsweringSurvey	—Unverified	0
Multitask Learning with Deep Neural Networks for Community Question Answering	Feb 13, 2017	Community Question AnsweringFeature Engineering	—Unverified	0
Universal Semantic Parsing	Feb 10, 2017	Question AnsweringSemantic Parsing	CodeCode Available	0
Iterative Multi-document Neural Attention for Multiple Answer Prediction	Feb 8, 2017	PredictionQuestion Answering	—Unverified	0
Automatic Rule Extraction from Long Short Term Memory Networks	Feb 8, 2017	Question AnsweringSentiment Analysis	—Unverified	0
Semi-Supervised QA with Generative Domain-Adaptive Nets	Feb 7, 2017	Domain AdaptationQuestion Answering	—Unverified	0
Question Answering through Transfer Learning from Large Fine-grained Supervision Data	Feb 7, 2017	Question AnsweringTransfer Learning	CodeCode Available	0
Structured Attention Networks	Feb 3, 2017	Machine TranslationNatural Language Inference	—Unverified	0
Community Question Answering Platforms vs. Twitter for Predicting Characteristics of Urban Neighbourhoods	Jan 17, 2017	Community Question AnsweringQuestion Answering	—Unverified	0
Question Analysis for Arabic Question Answering Systems	Jan 11, 2017	POSQuestion Answering	—Unverified	0
Handling Multiword Expressions in Causality Estimation	Jan 1, 2017	Common Sense ReasoningQuestion Answering	—Unverified	0
Dual Embeddings and Metrics for Relational Similarity	Jan 1, 2017	Learning Word EmbeddingsMachine Translation	—Unverified	0
Action Languages and Question Answering	Jan 1, 2017	Question Answering	—Unverified	0
Representation Learning for Answer Selection with LSTM-Based Importance Weighting	Jan 1, 2017	Answer SelectionCommunity Question Answering	CodeCode Available	0
Skip-Prop: Representing Sentences with One Vector Per Proposition	Jan 1, 2017	Machine TranslationQuestion Answering	—Unverified	0
Syntactic Semantic Correspondence in Dependency Grammar	Jan 1, 2017	Question AnsweringSemantic correspondence	—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