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 9176–9200 of 10817 papers

Title	Date	Tasks	Status	Hype
Visual Explanations from Hadamard Product in Multimodal Deep Networks	Dec 18, 2017	Question AnsweringVisual Question Answering	—Unverified	0
Soft Seeded SSL Graphs for Unsupervised Semantic Similarity-based Retrieval	Dec 15, 2017	Question AnsweringRetrieval	—Unverified	0
Relation Extraction : A Survey	Dec 14, 2017	ArticlesInformation Retrieval	CodeCode Available	0
AI2-THOR: An Interactive 3D Environment for Visual AI	Dec 14, 2017	Deep Reinforcement LearningImitation Learning	CodeCode Available	1
Stochastic Answer Networks for Machine Reading Comprehension	Dec 10, 2017	Machine Reading ComprehensionQuestion Answering	CodeCode Available	0
Contextualized Word Representations for Reading Comprehension	Dec 10, 2017	Language ModelingLanguage Modelling	CodeCode Available	0
A Deep Network Model for Paraphrase Detection in Short Text Messages	Dec 7, 2017	Question AnsweringSentence	—Unverified	0
Strong Baselines for Simple Question Answering over Knowledge Graphs with and without Neural Networks	Dec 5, 2017	Entity LinkingKnowledge Graphs	—Unverified	0
Learning by Asking Questions	Dec 4, 2017	Question AnsweringVisual Question Answering	—Unverified	0
Incorporating External Knowledge to Answer Open-Domain Visual Questions with Dynamic Memory Networks	Dec 3, 2017	Question AnsweringVisual Question Answering	—Unverified	0
Question Retrieval with Distributed Representations and Participant Reputation in Community Question Answering	Dec 1, 2017	Community Question AnsweringQuestion Answering	—Unverified	0
Forewords	Dec 1, 2017	Emotion RecognitionIntent Classification	—Unverified	0
Multimodal Learning and Reasoning for Visual Question Answering	Dec 1, 2017	Question AnsweringRepresentation Learning	—Unverified	0
JU NITM at IJCNLP-2017 Task 5: A Classification Approach for Answer Selection in Multi-choice Question Answering System	Dec 1, 2017	Answer SelectionClassification	—Unverified	0
ADAPT Centre Cone Team at IJCNLP-2017 Task 5: A Similarity-Based Logistic Regression Approach to Multi-choice Question Answering in an Examinations Shared Task	Dec 1, 2017	Answer SelectionQuestion Answering	—Unverified	0
MappSent at IJCNLP-2017 Task 5: A Textual Similarity Approach Applied to Multi-choice Question Answering in Examinations	Dec 1, 2017	Information RetrievalQuestion Answering	—Unverified	0
IJCNLP-2017 Task 5: Multi-choice Question Answering in Examinations	Dec 1, 2017	Question Answering	—Unverified	0
ALS at IJCNLP-2017 Task 5: Answer Localization System for Multi-Choice Question Answering in Exams	Dec 1, 2017	Question Answering	—Unverified	0
YNUDLG at IJCNLP-2017 Task 5: A CNN-LSTM Model with Attention for Multi-choice Question Answering in Examinations	Dec 1, 2017	Question Answeringvalid	—Unverified	0
YNU-HPCC at IJCNLP-2017 Task 5: Multi-choice Question Answering in Exams Using an Attention-based LSTM Model	Dec 1, 2017	Information RetrievalQuestion Answering	—Unverified	0
YNU-HPCC at IJCNLP-2017 Task 4: Attention-based Bi-directional GRU Model for Customer Feedback Analysis Task of English	Dec 1, 2017	ClassificationGeneral Classification	—Unverified	0
Chinese Answer Extraction Based on POS Tree and Genetic Algorithm	Dec 1, 2017	Information RetrievalPOS	—Unverified	0
Don't Just Assume; Look and Answer: Overcoming Priors for Visual Question Answering	Dec 1, 2017	Question AnsweringVisual Question Answering	CodeCode Available	0
Embodied Question Answering	Nov 30, 2017	Embodied Question AnsweringNavigate	CodeCode Available	0
Hyper-dimensional computing for a visual question-answering system that is trainable end-to-end	Nov 28, 2017	Question AnsweringVisual Question Answering	—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