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 10176–10200 of 10817 papers

Title	Date	Tasks	Status
Annotating genericity: a survey, a scheme, and a corpus	Jun 1, 2015	Knowledge Base PopulationQuestion Answering	—Unverified
Graph-based Coherence Modeling For Assessing Readability	Jun 1, 2015	Language ModellingQuestion Answering	—Unverified
Initial Steps for Building a Lexicon of Adjectives with Scalemates	Jun 1, 2015	ClusteringQuestion Answering	—Unverified
Al-Bayan: A Knowledge-based System for Arabic Answer Selection	Jun 1, 2015	Answer SelectionCommunity Question Answering	—Unverified
Combining Seemingly Incompatible Corpora for Implicit Semantic Role Labeling	Jun 1, 2015	Domain AdaptationMachine Translation	—Unverified
Entity/Event-Level Sentiment Detection and Inference	Jun 1, 2015	Knowledge Base PopulationOpinion Mining	—Unverified
QCRI: Answer Selection for Community Question Answering - Experiments for Arabic and English	Jun 1, 2015	Answer SelectionCommunity Question Answering	—Unverified
LIST-LUX: Disorder Identification from Clinical Texts	Jun 1, 2015	Information RetrievalQuestion Answering	—Unverified
FCICU: The Integration between Sense-Based Kernel and Surface-Based Methods to Measure Semantic Textual Similarity	Jun 1, 2015	Information RetrievalMachine Translation	—Unverified
FBK-HLT: An Application of Semantic Textual Similarity for Answer Selection in Community Question Answering	Jun 1, 2015	Answer SelectionCommunity Question Answering	—Unverified
AMRITA\_CEN@SemEval-2015: Paraphrase Detection for Twitter using Unsupervised Feature Learning with Recursive Autoencoders	Jun 1, 2015	Information RetrievalMachine Translation	—Unverified
CoMiC: Adapting a Short Answer Assessment System for Answer Selection	Jun 1, 2015	Answer SelectionCommunity Question Answering	—Unverified
Learning to Answer Questions From Image Using Convolutional Neural Network	Jun 1, 2015	General ClassificationQuestion Answering	—Unverified
Narrowing the Loop: Integration of Resources and Linguistic Dataset Development with Interactive Machine Learning	Jun 1, 2015	Active LearningBIG-bench Machine Learning	—Unverified
Committed Belief Tagging on the Factbank and LU Corpora: A Comparative Study	Jun 1, 2015	Question Answering	—Unverified
DLS@CU: Sentence Similarity from Word Alignment and Semantic Vector Composition	Jun 1, 2015	Information RetrievalMachine Translation	—Unverified
CICBUAPnlp: Graph-Based Approach for Answer Selection in Community Question Answering Task	Jun 1, 2015	Answer SelectionCommunity Question Answering	—Unverified
Efficient Global Learning of Entailment Graphs	Jun 1, 2015	Question Answering	—Unverified
A Concrete Chinese NLP Pipeline	Jun 1, 2015	Coreference ResolutionEntity Linking	—Unverified
ICRC-HIT: A Deep Learning based Comment Sequence Labeling System for Answer Selection Challenge	Jun 1, 2015	Answer SelectionCommunity Question Answering	—Unverified
Visual Madlibs: Fill in the blank Image Generation and Question Answering	May 31, 2015	Image GenerationMultiple-choice	—Unverified
A survey of SMS based Information Systems	May 22, 2015	Image RetrievalInformation Retrieval	—Unverified
Are You Talking to a Machine? Dataset and Methods for Multilingual Image Question Answering	May 21, 2015	Question AnsweringSentence	CodeCode Available
Exploring Models and Data for Image Question Answering	May 8, 2015	Image Segmentationobject-detection	CodeCode Available
Ask Your Neurons: A Neural-based Approach to Answering Questions about Images	May 5, 2015	Question 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