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 8051–8075 of 10817 papers

Title	Date	Tasks	Status	Hype
Using Local Knowledge Graph Construction to Scale Seq2Seq Models to Multi-Document Inputs	Oct 18, 2019	Document Summarizationgraph construction	CodeCode Available	0
PLATO: Pre-trained Dialogue Generation Model with Discrete Latent Variable	Oct 17, 2019	Conversational Question AnsweringDialogue Generation	CodeCode Available	0
Universal Text Representation from BERT: An Empirical Study	Oct 17, 2019	Learning-To-RankNatural Language Inference	—Unverified	0
SetExpan: Corpus-Based Set Expansion via Context Feature Selection and Rank Ensemble	Oct 17, 2019	feature selectionQuestion Answering	CodeCode Available	0
Bridging the Knowledge Gap: Enhancing Question Answering with World and Domain Knowledge	Oct 16, 2019	ArticlesQuestion Answering	—Unverified	0
MLQA: Evaluating Cross-lingual Extractive Question Answering	Oct 16, 2019	ArticlesExtractive Question-Answering	CodeCode Available	1
Unsupervised Question Answering for Fact-Checking	Oct 16, 2019	Fact CheckingNatural Language Inference	—Unverified	0
Why can't memory networks read effectively?	Oct 16, 2019	Machine Reading ComprehensionQuestion Answering	—Unverified	0
Efficiently Embedding Dynamic Knowledge Graphs	Oct 15, 2019	Graph EmbeddingKnowledge Graph Embedding	—Unverified	0
Answering Complex Open-domain Questions Through Iterative Query Generation	Oct 15, 2019	Information RetrievalQuestion Answering	CodeCode Available	0
NumNet: Machine Reading Comprehension with Numerical Reasoning	Oct 15, 2019	Graph Neural NetworkMachine Reading Comprehension	CodeCode Available	0
Enhancing the Transformer with Explicit Relational Encoding for Math Problem Solving	Oct 15, 2019	MathQuestion Answering	CodeCode Available	0
Structured Pruning of a BERT-based Question Answering Model	Oct 14, 2019	Model CompressionNatural Questions	—Unverified	0
Whatcha lookin' at? DeepLIFTing BERT's Attention in Question Answering	Oct 14, 2019	Question Answering	CodeCode Available	0
Neural Memory Plasticity for Anomaly Detection	Oct 12, 2019	Anomaly DetectionEEG	—Unverified	0
Multi-Task Learning for Conversational Question Answering over a Large-Scale Knowledge Base	Oct 11, 2019	Conversational Question AnsweringMulti-Task Learning	CodeCode Available	0
Multi-modal Deep Analysis for Multimedia	Oct 11, 2019	Multi-modal RecommendationQuestion Answering	—Unverified	0
Learning Analogy-Preserving Sentence Embeddings for Answer Selection	Oct 11, 2019	Answer SelectionQuestion Answering	—Unverified	0
Multilingual Question Answering from Formatted Text applied to Conversational Agents	Oct 10, 2019	Extractive Question-AnsweringMachine Translation	—Unverified	0
Domain-Relevant Embeddings for Medical Question Similarity	Oct 9, 2019	Question AnsweringQuestion Similarity	—Unverified	0
Modulated Self-attention Convolutional Network for VQA	Oct 8, 2019	Question AnsweringVisual Question Answering	—Unverified	0
Look before you Hop: Conversational Question Answering over Knowledge Graphs Using Judicious Context Expansion	Oct 8, 2019	Conversational Question AnsweringKnowledge Graphs	CodeCode Available	0
Multi-hop Question Answering via Reasoning Chains	Oct 7, 2019	Coreference ResolutionMulti-hop Question Answering	CodeCode Available	0
Measuring Sentences Similarity: A Survey	Oct 6, 2019	Information RetrievalQuestion Answering	—Unverified	0
REMIND Your Neural Network to Prevent Catastrophic Forgetting	Oct 6, 2019	QuantizationQuestion Answering	CodeCode Available	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