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 7226–7250 of 10817 papers

Title	Date	Tasks	Status	Hype
AnswerFact: Fact Checking in Product Question Answering	Nov 1, 2020	Fact CheckingMisinformation	—Unverified	0
Learning to Contrast the Counterfactual Samples for Robust Visual Question Answering	Nov 1, 2020	Contrastive Learningcounterfactual	CodeCode Available	1
ISAAQ - Mastering Textbook Questions with Pre-trained Transformers and Bottom-Up and Top-Down Attention	Nov 1, 2020	Multiple-choiceQuestion Answering	—Unverified	0
STL-CQA: Structure-based Transformers with Localization and Encoding for Chart Question Answering	Nov 1, 2020	Chart Question AnsweringQuestion Answering	—Unverified	0
CHIME: Cross-passage Hierarchical Memory Network for Generative Review Question Answering	Nov 1, 2020	Question AnsweringText Generation	CodeCode Available	0
Towards Personalized Explanation of Robot Path Planning via User Feedback	Nov 1, 2020	Question AnsweringSpecificity	—Unverified	0
Improving Conversational Question Answering Systems after Deployment using Feedback-Weighted Learning	Nov 1, 2020	Conversational Question AnsweringDocument Classification	CodeCode Available	0
CliniQG4QA: Generating Diverse Questions for Domain Adaptation of Clinical Question Answering	Oct 30, 2020	Domain AdaptationQuestion Answering	CodeCode Available	1
Loss re-scaling VQA: Revisiting the LanguagePrior Problem from a Class-imbalance View	Oct 30, 2020	Face Recognitionimage-classification	CodeCode Available	0
A New Neural Search and Insights Platform for Navigating and Organizing AI Research	Oct 30, 2020	Question AnsweringRetrieval	—Unverified	0
VECO: Variable and Flexible Cross-lingual Pre-training for Language Understanding and Generation	Oct 30, 2020	Language ModellingQuestion Answering	—Unverified	0
A Sui Generis QA Approach using RoBERTa for Adverse Drug Event Identification	Oct 30, 2020	Domain AdaptationQuestion Answering	—Unverified	0
Leveraging Extracted Model Adversaries for Improved Black Box Attacks	Oct 30, 2020	Model extractionQuestion Answering	—Unverified	0
Few-Shot Complex Knowledge Base Question Answering via Meta Reinforcement Learning	Oct 29, 2020	Knowledge Base Question AnsweringMeta Reinforcement Learning	CodeCode Available	1
Less is More: Data-Efficient Complex Question Answering over Knowledge Bases	Oct 29, 2020	DecoderMulti-hop Question Answering	CodeCode Available	1
Retrieve, Program, Repeat: Complex Knowledge Base Question Answering via Alternate Meta-learning	Oct 29, 2020	Knowledge Base Question AnsweringMeta-Learning	CodeCode Available	1
RussianSuperGLUE: A Russian Language Understanding Evaluation Benchmark	Oct 29, 2020	Common Sense ReasoningDiagnostic	CodeCode Available	1
Leveraging Visual Question Answering to Improve Text-to-Image Synthesis	Oct 28, 2020	Auxiliary LearningImage Generation	—Unverified	0
Co-attentional Transformers for Story-Based Video Understanding	Oct 27, 2020	Question AnsweringVideo Question Answering	—Unverified	0
MMFT-BERT: Multimodal Fusion Transformer with BERT Encodings for Visual Question Answering	Oct 27, 2020	DiagnosticQuestion Answering	CodeCode Available	1
ExplanationLP: Abductive Reasoning for Explainable Science Question Answering	Oct 25, 2020	Answer SelectionARC	—Unverified	0
Hierarchical Transformer for Task Oriented Dialog Systems	Oct 24, 2020	Natural Language UnderstandingQuestion Answering	CodeCode Available	0
Document-level Event Extraction with Efficient End-to-end Learning of Cross-event Dependencies	Oct 24, 2020	Computational EfficiencyDocument-level Event Extraction	—Unverified	0
Measuring Association Between Labels and Free-Text Rationales	Oct 24, 2020	Decision MakingFeature Importance	CodeCode Available	1
Beyond VQA: Generating Multi-word Answer and Rationale to Visual Questions	Oct 24, 2020	General ClassificationMultiple-choice	—Unverified	0

Show:10 25 50

← PrevPage 290 of 433Next →

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