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 8701–8725 of 10817 papers

Title	Date	Tasks	Status
Software Expert Discovery via Knowledge Domain Embeddings in a Collaborative Network	Oct 26, 2018	Community Question AnsweringManagement	—Unverified
Neural Modular Control for Embodied Question Answering	Oct 26, 2018	Embodied Question AnsweringImitation Learning	CodeCode Available
Finding Answers from the Word of God: Domain Adaptation for Neural Networks in Biblical Question Answering	Oct 26, 2018	Domain AdaptationQuestion Answering	—Unverified
Text Embeddings for Retrieval From a Large Knowledge Base	Oct 24, 2018	Open-Domain Question AnsweringQuestion Answering	—Unverified
What can AI do for me: Evaluating Machine Learning Interpretations in Cooperative Play	Oct 23, 2018	BIG-bench Machine LearningDecision Making	—Unverified
A Fully Attention-Based Information Retriever	Oct 22, 2018	Question Answering	CodeCode Available
Are you tough enough? Framework for Robustness Validation of Machine Comprehension Systems	Oct 22, 2018	Question AnsweringReading Comprehension	CodeCode Available
Making question answering more robust through relevant context selection	Oct 22, 2018	Question AnsweringRetrieval	—Unverified
A Knowledge-Grounded Multimodal Search-Based Conversational Agent	Oct 20, 2018	DecoderQuestion Answering	CodeCode Available
Lightweight Convolutional Approaches to Reading Comprehension on SQuAD	Oct 19, 2018	Question AnsweringReading Comprehension	—Unverified
Adversarial TableQA: Attention Supervision for Question Answering on Tables	Oct 18, 2018	Question Answering	—Unverified
On Evaluating Embedding Models for Knowledge Base Completion	Oct 17, 2018	Knowledge Base CompletionQuestion Answering	—Unverified
Finding Similar Medical Questions from Question Answering Websites	Oct 14, 2018	DiversityMedical Question Answering	—Unverified
Building Dynamic Knowledge Graphs from Text using Machine Reading Comprehension	Oct 12, 2018	Knowledge GraphsMachine Reading Comprehension	—Unverified
U-Net: Machine Reading Comprehension with Unanswerable Questions	Oct 12, 2018	Machine Reading ComprehensionQuestion Answering	CodeCode Available
The combination of context information to enhance simple question answering	Oct 9, 2018	Fact SelectionKnowledge Base Question Answering	—Unverified
Knowing Where to Look? Analysis on Attention of Visual Question Answering System	Oct 9, 2018	Question AnsweringVisual Question Answering	—Unverified
CHOPT : Automated Hyperparameter Optimization Framework for Cloud-Based Machine Learning Platforms	Oct 8, 2018	BIG-bench Machine LearningHyperparameter Optimization	—Unverified
Overcoming Language Priors in Visual Question Answering with Adversarial Regularization	Oct 8, 2018	Question AnsweringVisual Grounding	—Unverified
FlowQA: Grasping Flow in History for Conversational Machine Comprehension	Oct 6, 2018	Question AnsweringReading Comprehension	CodeCode Available
Co-Stack Residual Affinity Networks with Multi-level Attention Refinement for Matching Text Sequences	Oct 6, 2018	Paraphrase IdentificationQuestion Answering	—Unverified
POIReviewQA: A Semantically Enriched POI Retrieval and Question Answering Dataset	Oct 5, 2018	Information RetrievalQuestion Answering	—Unverified
Neural-Symbolic VQA: Disentangling Reasoning from Vision and Language Understanding	Oct 4, 2018	Question AnsweringRepresentation Learning	CodeCode Available
Transfer Learning via Unsupervised Task Discovery for Visual Question Answering	Oct 3, 2018	Question AnsweringTransfer Learning	CodeCode Available
Sentiment Classification towards Question-Answering with Hierarchical Matching Network	Oct 1, 2018	ClassificationGeneral Classification	—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