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 8126–8150 of 10817 papers

Title	Date	Tasks	Status
A Survey on Knowledge Graph Embeddings with Literals: Which model links better Literal-ly?	Oct 28, 2019	Entity LinkingKnowledge Graph Embeddings	—Unverified
Thieves on Sesame Street! Model Extraction of BERT-based APIs	Oct 27, 2019	Language ModelingLanguage Modelling	CodeCode Available
QASC: A Dataset for Question Answering via Sentence Composition	Oct 25, 2019	Common Sense ReasoningMulti-hop Question Answering	CodeCode Available
On the Cross-lingual Transferability of Monolingual Representations	Oct 25, 2019	Cross-Lingual Question AnsweringLanguage Modeling	CodeCode Available
SpeechBERT: An Audio-and-text Jointly Learned Language Model for End-to-end Spoken Question Answering	Oct 25, 2019	Language ModelingLanguage Modelling	—Unverified
A Survey on Recent Advances in Named Entity Recognition from Deep Learning models	Oct 25, 2019	Feature EngineeringInformation Retrieval	CodeCode Available
A Novel Approach for Automatic Bengali Question Answering System using Semantic Similarity Analysis	Oct 23, 2019	POSPOS Tagging	—Unverified
BanditRank: Learning to Rank Using Contextual Bandits	Oct 23, 2019	Information RetrievalLearning-To-Rank	—Unverified
KnowIT VQA: Answering Knowledge-Based Questions about Videos	Oct 23, 2019	Question AnsweringVideo Question Answering	—Unverified
Relation Module for Non-answerable Prediction on Question Answering	Oct 23, 2019	Machine Reading ComprehensionPrediction	—Unverified
Question Answering over Knowledge Graphs via Structural Query Patterns	Oct 22, 2019	Knowledge GraphsQuestion Answering	—Unverified
Capturing Greater Context for Question Generation	Oct 22, 2019	Question AnsweringQuestion Generation	CodeCode Available
MRQA 2019 Shared Task: Evaluating Generalization in Reading Comprehension	Oct 22, 2019	Multi-Task LearningQuestion Answering	CodeCode Available
Towards Combinational Relation Linking over Knowledge Graphs	Oct 22, 2019	Knowledge GraphsQuestion Answering	—Unverified
Enforcing Reasoning in Visual Commonsense Reasoning	Oct 21, 2019	Question AnsweringReinforcement Learning	—Unverified
Domain-agnostic Question-Answering with Adversarial Training	Oct 21, 2019	Domain GeneralizationQuestion Answering	CodeCode Available
Good, Better, Best: Textual Distractors Generation for Multiple-Choice Visual Question Answering via Reinforcement Learning	Oct 21, 2019	Data AugmentationDecision Making	—Unverified
Relational Graph Representation Learning for Open-Domain Question Answering	Oct 18, 2019	Graph Neural NetworkGraph Representation Learning	—Unverified
Model Compression with Two-stage Multi-teacher Knowledge Distillation for Web Question Answering System	Oct 18, 2019	General KnowledgeKnowledge Distillation	—Unverified
Using Local Knowledge Graph Construction to Scale Seq2Seq Models to Multi-Document Inputs	Oct 18, 2019	Document Summarizationgraph construction	CodeCode Available
PLATO: Pre-trained Dialogue Generation Model with Discrete Latent Variable	Oct 17, 2019	Conversational Question AnsweringDialogue Generation	CodeCode Available
SetExpan: Corpus-Based Set Expansion via Context Feature Selection and Rank Ensemble	Oct 17, 2019	feature selectionQuestion Answering	CodeCode Available
Universal Text Representation from BERT: An Empirical Study	Oct 17, 2019	Learning-To-RankNatural Language Inference	—Unverified
Unsupervised Question Answering for Fact-Checking	Oct 16, 2019	Fact CheckingNatural Language Inference	—Unverified
Bridging the Knowledge Gap: Enhancing Question Answering with World and Domain Knowledge	Oct 16, 2019	ArticlesQuestion Answering	—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