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 10051–10075 of 10817 papers

Title	Date	Tasks	Status	Hype
Automatic recognition of habituals: a three-way classification of clausal aspect	Sep 1, 2015	General ClassificationQuestion Answering	—Unverified	0
FINET: Context-Aware Fine-Grained Named Entity Typing	Sep 1, 2015	Entity TypingOpen Information Extraction	—Unverified	0
Fine-grained Opinion Mining with Recurrent Neural Networks and Word Embeddings	Sep 1, 2015	Feature EngineeringOpinion Mining	—Unverified	0
A Strong Lexical Matching Method for the Machine Comprehension Test	Sep 1, 2015	Common Sense ReasoningCoreference Resolution	—Unverified	0
Large-Scale Acquisition of Entailment Pattern Pairs by Exploiting Transitivity	Sep 1, 2015	Natural Language InferenceQuestion Answering	—Unverified	0
A Baseline Temporal Tagger for all Languages	Sep 1, 2015	AllInformation Retrieval	CodeCode Available	0
Recognizing Textual Entailment Using Probabilistic Inference	Sep 1, 2015	Information RetrievalNatural Language Inference	—Unverified	0
Answering Elementary Science Questions by Constructing Coherent Scenes using Background Knowledge	Sep 1, 2015	Question Answering	—Unverified	0
Joint Entity Recognition and Disambiguation	Sep 1, 2015	ChunkingEntity Linking	—Unverified	0
Comparing Word Representations for Implicit Discourse Relation Classification	Sep 1, 2015	ClassificationFeature Engineering	—Unverified	0
Joint Event Trigger Identification and Event Coreference Resolution with Structured Perceptron	Sep 1, 2015	coreference-resolutionCoreference Resolution	—Unverified	0
Inferring Binary Relation Schemas for Open Information Extraction	Sep 1, 2015	Open-Domain Question AnsweringOpen Information Extraction	—Unverified	0
Knowledge Base Inference using Bridging Entities	Sep 1, 2015	Question Answering	—Unverified	0
Classifying Relations via Long Short Term Memory Networks along Shortest Dependency Paths	Sep 1, 2015	Question AnsweringRelation Classification	—Unverified	0
Feature-Rich Two-Stage Logistic Regression for Monolingual Alignment	Sep 1, 2015	Machine TranslationNatural Language Inference	—Unverified	0
Morphological Analysis for Unsegmented Languages using Recurrent Neural Network Language Model	Sep 1, 2015	Language ModelingLanguage Modelling	—Unverified	0
RELLY: Inferring Hypernym Relationships Between Relational Phrases	Sep 1, 2015	Open Information ExtractionProbabilistic Programming	—Unverified	0
Exploring Markov Logic Networks for Question Answering	Sep 1, 2015	Question Answering	—Unverified	0
Any-language frame-semantic parsing	Sep 1, 2015	Cross-Lingual TransferQuestion Answering	—Unverified	0
A Neural Network Model for Low-Resource Universal Dependency Parsing	Sep 1, 2015	Dependency ParsingDomain Adaptation	—Unverified	0
Joint Prediction for Entity/Event-Level Sentiment Analysis using Probabilistic Soft Logic Models	Sep 1, 2015	Question AnsweringSentiment Analysis	—Unverified	0
Type-Constrained Representation Learning in Knowledge Graphs	Aug 11, 2015	Knowledge Graph CompletionKnowledge Graphs	—Unverified	0
Applying Deep Learning to Answer Selection: A Study and An Open Task	Aug 7, 2015	Answer SelectionQuestion Answering	CodeCode Available	0
Compositional Semantic Parsing on Semi-Structured Tables	Aug 3, 2015	Question AnsweringSemantic Parsing	CodeCode Available	1
Evaluation of Two-level Dependency Representations of Argument Structure in Long-Distance Dependencies	Aug 1, 2015	Dependency ParsingQuestion Answering	—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