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 10201–10225 of 10817 papers

Title	Date	Tasks	Status	Hype
Combining Word Embeddings and Feature Embeddings for Fine-grained Relation Extraction	May 1, 2015	Machine TranslationNER	CodeCode Available	0
Deep Learning and Continuous Representations for Natural Language Processing	May 1, 2015	Deep LearningInformation Retrieval	—Unverified	0
Learning Knowledge Graphs for Question Answering through Conversational Dialog	May 1, 2015	Dialog LearningElectrical Engineering	—Unverified	0
Ontologically Grounded Multi-sense Representation Learning for Semantic Vector Space Models	May 1, 2015	Information RetrievalQuestion Answering	—Unverified	0
Grounded Semantic Parsing for Complex Knowledge Extraction	May 1, 2015	ClusteringEvent Extraction	—Unverified	0
Idest: Learning a Distributed Representation for Event Patterns	May 1, 2015	ArticlesAttribute	—Unverified	0
Movie Script Summarization as Graph-based Scene Extraction	May 1, 2015	NavigateQuestion Answering	—Unverified	0
Chain Based RNN for Relation Classification	May 1, 2015	ClassificationDependency Parsing	—Unverified	0
A Transition-based Algorithm for AMR Parsing	May 1, 2015	Abstract Meaning RepresentationAMR Parsing	CodeCode Available	0
MPQA 3.0: An Entity/Event-Level Sentiment Corpus	May 1, 2015	Knowledge Base PopulationOpinion Mining	—Unverified	0
Spinning Straw into Gold: Using Free Text to Train Monolingual Alignment Models for Non-factoid Question Answering	May 1, 2015	Discourse ParsingInformation Retrieval	—Unverified	0
Information Gathering in Networks via Active Exploration	Apr 24, 2015	Experimental DesignInformativeness	—Unverified	0
Analysis of Temporal Expressions Annotated in Clinical Notes	Apr 1, 2015	Information RetrievalKnowledge Base Population	—Unverified	0
Automatic Noun Compound Interpretation using Deep Neural Networks and Word Embeddings	Apr 1, 2015	Information RetrievalMachine Translation	—Unverified	0
Semantic Relations in Discourse: The Current State of ISO 24617-8	Apr 1, 2015	Question AnsweringText Generation	—Unverified	0
End-To-End Memory Networks	Mar 31, 2015	Language ModelingLanguage Modelling	CodeCode Available	2
The RatioLog Project: Rational Extensions of Logical Reasoning	Mar 20, 2015	BIG-bench Machine LearningCommon Sense Reasoning	—Unverified	0
Convolutional Neural Network Architectures for Matching Natural Language Sentences	Mar 11, 2015	Question Answering	CodeCode Available	0
A Case Based Reasoning Approach for Answer Reranking in Question Answering	Mar 10, 2015	Graph SimilarityQuestion Answering	—Unverified	0
Syntax-based Deep Matching of Short Texts	Mar 9, 2015	Machine TranslationQuestion Answering	—Unverified	0
Towards Topic-to-Question Generation	Mar 1, 2015	Information RetrievalQuestion Answering	—Unverified	0
Book Reviews: Recognizing Textual Entailment: Models and Applications by Ido Dagan, Dan Roth, Mark Sammons and Fabio Massimo Zanzotto	Mar 1, 2015	Natural Language InferenceQuestion Answering	—Unverified	0
Towards AI-Complete Question Answering: A Set of Prerequisite Toy Tasks	Feb 19, 2015	Question AnsweringReading Comprehension	CodeCode Available	1
Hard to Cheat: A Turing Test based on Answering Questions about Images	Jan 14, 2015	Question Answering	—Unverified	0
One Vector is Not Enough: Entity-Augmented Distributed Semantics for Discourse Relations	Jan 1, 2015	Question AnsweringRelation	—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