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 8026–8050 of 10817 papers

Title	Date	Tasks	Status	Hype
BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension	Oct 29, 2019	Abstractive Text SummarizationDecoder	CodeCode Available	1
A Heuristically Modified FP-Tree for Ontology Learning with Applications in Education	Oct 29, 2019	Question Answeringtext similarity	—Unverified	0
Sentence Embeddings for Russian NLU	Oct 29, 2019	Multiple-choiceParaphrase Identification	CodeCode Available	0
Learning Rich Image Region Representation for Visual Question Answering	Oct 29, 2019	Language ModelingLanguage Modelling	—Unverified	0
Multi-Module System for Open Domain Chinese Question Answering over Knowledge Base	Oct 28, 2019	Information RetrievalQuestion Answering	—Unverified	0
A Survey on Knowledge Graph Embeddings with Literals: Which model links better Literal-ly?	Oct 28, 2019	Entity LinkingKnowledge Graph Embeddings	—Unverified	0
Thieves on Sesame Street! Model Extraction of BERT-based APIs	Oct 27, 2019	Language ModelingLanguage Modelling	CodeCode Available	0
QASC: A Dataset for Question Answering via Sentence Composition	Oct 25, 2019	Common Sense ReasoningMulti-hop Question Answering	CodeCode Available	0
A Survey on Recent Advances in Named Entity Recognition from Deep Learning models	Oct 25, 2019	Feature EngineeringInformation Retrieval	CodeCode Available	0
On the Cross-lingual Transferability of Monolingual Representations	Oct 25, 2019	Cross-Lingual Question AnsweringLanguage Modeling	CodeCode Available	0
SpeechBERT: An Audio-and-text Jointly Learned Language Model for End-to-end Spoken Question Answering	Oct 25, 2019	Language ModelingLanguage Modelling	—Unverified	0
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer	Oct 23, 2019	Answer GenerationCommon Sense Reasoning	CodeCode Available	2
A Novel Approach for Automatic Bengali Question Answering System using Semantic Similarity Analysis	Oct 23, 2019	POSPOS Tagging	—Unverified	0
BanditRank: Learning to Rank Using Contextual Bandits	Oct 23, 2019	Information RetrievalLearning-To-Rank	—Unverified	0
KnowIT VQA: Answering Knowledge-Based Questions about Videos	Oct 23, 2019	Question AnsweringVideo Question Answering	—Unverified	0
Relation Module for Non-answerable Prediction on Question Answering	Oct 23, 2019	Machine Reading ComprehensionPrediction	—Unverified	0
Capturing Greater Context for Question Generation	Oct 22, 2019	Question AnsweringQuestion Generation	CodeCode Available	0
Question Answering over Knowledge Graphs via Structural Query Patterns	Oct 22, 2019	Knowledge GraphsQuestion Answering	—Unverified	0
Towards Combinational Relation Linking over Knowledge Graphs	Oct 22, 2019	Knowledge GraphsQuestion Answering	—Unverified	0
MRQA 2019 Shared Task: Evaluating Generalization in Reading Comprehension	Oct 22, 2019	Multi-Task LearningQuestion Answering	CodeCode Available	0
Enforcing Reasoning in Visual Commonsense Reasoning	Oct 21, 2019	Question AnsweringReinforcement Learning	—Unverified	0
Domain-agnostic Question-Answering with Adversarial Training	Oct 21, 2019	Domain GeneralizationQuestion Answering	CodeCode Available	0
Good, Better, Best: Textual Distractors Generation for Multiple-Choice Visual Question Answering via Reinforcement Learning	Oct 21, 2019	Data AugmentationDecision Making	—Unverified	0
Using Local Knowledge Graph Construction to Scale Seq2Seq Models to Multi-Document Inputs	Oct 18, 2019	Document Summarizationgraph construction	CodeCode Available	0
Model Compression with Two-stage Multi-teacher Knowledge Distillation for Web Question Answering System	Oct 18, 2019	General KnowledgeKnowledge Distillation	—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