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 8276–8300 of 10817 papers

Title	Date	Tasks	Status	Hype
Short Text Conversation Based on Deep Neural Network and Analysis on Evaluation Measures	Jul 6, 2019	Question AnsweringSentence	CodeCode Available	0
Video Question Generation via Cross-Modal Self-Attention Networks Learning	Jul 5, 2019	DiversityQuestion Answering	—Unverified	0
A Study of the Effect of Resolving Negation and Sentiment Analysis in Recognizing Text Entailment for Arabic	Jul 5, 2019	Natural Language InferenceNegation	—Unverified	0
A Road-map Towards Explainable Question Answering A Solution for Information Pollution	Jul 4, 2019	PositionQuestion Answering	—Unverified	0
CS563-QA: A Collection for Evaluating Question Answering Systems	Jul 2, 2019	Natural Language UnderstandingQuestion Answering	—Unverified	0
Deep Learning in Event Detection in Polish	Jul 1, 2019	Deep LearningEvent Detection	—Unverified	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)	Jul 1, 2019	Machine Reading ComprehensionQuestion Answering	—Unverified	0
Active Reading Comprehension: A Dataset for Learning the Question-Answer Relationship Strategy	Jul 1, 2019	Question AnsweringReading Comprehension	—Unverified	0
MC\^2: Multi-perspective Convolutional Cube for Conversational Machine Reading Comprehension	Jul 1, 2019	Conversational Question AnsweringMachine Reading Comprehension	—Unverified	0
On the Summarization of Consumer Health Questions	Jul 1, 2019	Data AugmentationQuestion Answering	CodeCode Available	0
Multi-grained Attention with Object-level Grounding for Visual Question Answering	Jul 1, 2019	ObjectQuestion Answering	—Unverified	0
Improving the Robustness of Question Answering Systems to Question Paraphrasing	Jul 1, 2019	Data AugmentationQuestion Answering	CodeCode Available	0
Aspect Sentiment Classification Towards Question-Answering with Reinforced Bidirectional Attention Network	Jul 1, 2019	General ClassificationQuestion Answering	—Unverified	0
Are Red Roses Red? Evaluating Consistency of Question-Answering Models	Jul 1, 2019	Question Answeringvalid	CodeCode Available	0
Do You Know That Florence Is Packed with Visitors? Evaluating State-of-the-art Models of Speaker Commitment	Jul 1, 2019	NegationQuestion Answering	—Unverified	0
Question Answering in the Biomedical Domain	Jul 1, 2019	Question Answering	—Unverified	0
Open-Domain Why-Question Answering with Adversarial Learning to Encode Answer Texts	Jul 1, 2019	Question AnsweringSentence	—Unverified	0
XQA: A Cross-lingual Open-domain Question Answering Dataset	Jul 1, 2019	Machine TranslationOpen-Domain Question Answering	CodeCode Available	1
Towards Automating Healthcare Question Answering in a Noisy Multilingual Low-Resource Setting	Jul 1, 2019	Answer SelectionCross-Lingual Word Embeddings	—Unverified	0
Deep Bayesian Natural Language Processing	Jul 1, 2019	Caption GenerationClustering	—Unverified	0
Discourse Analysis and Its Applications	Jul 1, 2019	Machine TranslationQuestion Answering	—Unverified	0
Katecheo: A Portable and Modular System for Multi-Topic Question Answering	Jul 1, 2019	ArticlesQuestion Answering	CodeCode Available	0
Learning Representations from Imperfect Time Series Data via Tensor Rank Regularization	Jul 1, 2019	Question AnsweringSentiment Analysis	—Unverified	0
Pentagon at MEDIQA 2019: Multi-task Learning for Filtering and Re-ranking Answers using Language Inference and Question Entailment	Jul 1, 2019	Document ClassificationMulti-Task Learning	—Unverified	0
Weak Supervision Enhanced Generative Network for Question Generation	Jul 1, 2019	DecoderQuestion 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