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 7876–7900 of 10817 papers

Title	Date	Tasks	Status	Hype
The Shmoop Corpus: A Dataset of Stories with Loosely Aligned Summaries	Dec 30, 2019	Abstractive Text SummarizationForm	CodeCode Available	0
Vision and Language: from Visual Perception to Content Creation	Dec 26, 2019	DecoderQuestion Answering	—Unverified	0
Learning to Answer Ambiguous Questions with Knowledge Graph	Dec 25, 2019	Question Answering	—Unverified	0
T3: Tree-Autoencoder Constrained Adversarial Text Generation for Targeted Attack	Dec 22, 2019	Adversarial AttackAdversarial Text	CodeCode Available	1
Pretrained Encyclopedia: Weakly Supervised Knowledge-Pretrained Language Model	Dec 20, 2019	Entity TypingLanguage Modeling	—Unverified	0
Measuring Compositional Generalization: A Comprehensive Method on Realistic Data	Dec 20, 2019	BIG-bench Machine LearningQuestion Answering	CodeCode Available	0
SberQuAD -- Russian Reading Comprehension Dataset: Description and Analysis	Dec 20, 2019	Question AnsweringReading Comprehension	—Unverified	0
Deep Exemplar Networks for VQA and VQG	Dec 19, 2019	DecoderQuestion Answering	—Unverified	0
Macaw: An Extensible Conversational Information Seeking Platform	Dec 18, 2019	Information RetrievalQuestion Answering	CodeCode Available	0
Differentiable Reasoning on Large Knowledge Bases and Natural Language	Dec 17, 2019	Link PredictionQuestion Answering	CodeCode Available	1
Knowledge-Enhanced Attentive Learning for Answer Selection in Community Question Answering Systems	Dec 17, 2019	Answer SelectionCommunity Question Answering	—Unverified	0
KARL: Knowledge-Aware Reasoning Memory Modeling with Reinforcement Learning of Vector Space	Dec 16, 2019	DecoderLanguage Modeling	—Unverified	0
Pipelines for Procedural Information Extraction from Scientific Literature: Towards Recipes using Machine Learning and Data Science	Dec 16, 2019	BIG-bench Machine LearningEntity Extraction using GAN	CodeCode Available	0
Improving Knowledge-aware Dialogue Generation via Knowledge Base Question Answering	Dec 16, 2019	Dialogue GenerationKnowledge Base Question Answering	CodeCode Available	0
Towards Causal VQA: Revealing and Reducing Spurious Correlations by Invariant and Covariant Semantic Editing	Dec 16, 2019	Question AnsweringVisual Question Answering	—Unverified	0
Knowledge-based Conversational Search	Dec 14, 2019	Conversational SearchQuestion Answering	—Unverified	0
Encoding Knowledge Graph Entity Aliases in Attentive Neural Network for Wikidata Entity Linking	Dec 12, 2019	Entity LinkingKnowledge Graphs	—Unverified	0
AliMe KBQA: Question Answering over Structured Knowledge for E-commerce Customer Service	Dec 12, 2019	ManagementMarketing	—Unverified	0
Automatic Spanish Translation of the SQuAD Dataset for Multilingual Question Answering	Dec 11, 2019	Question AnsweringTAR	CodeCode Available	0
Efficient crowdsourcing of crowd-generated microtasks	Dec 10, 2019	Question Answering	—Unverified	0
Medication Regimen Extraction From Medical Conversations	Dec 10, 2019	Data AugmentationQuestion Answering	—Unverified	0
AI2D-RST: A multimodal corpus of 1000 primary school science diagrams	Dec 9, 2019	Question AnsweringVisual Question Answering	—Unverified	0
Exploring the Ideal Depth of Neural Network when Predicting Question Deletion on Community Question Answering	Dec 8, 2019	Community Question AnsweringInformation Retrieval	—Unverified	0
Weak Supervision helps Emergence of Word-Object Alignment and improves Vision-Language Tasks	Dec 6, 2019	Image RetrievalInductive Bias	—Unverified	0
Machine Translation Evaluation Meets Community Question Answering	Dec 6, 2019	Community Question AnsweringMachine Translation	—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