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 8076–8100 of 10817 papers

Title	Date	Tasks	Status	Hype
Multi-level Gated Recurrent Neural Network for Dialog Act Classification	Oct 4, 2019	ClassificationDialog Act Classification	—Unverified	0
DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter	Oct 2, 2019	Hate Speech DetectionKnowledge Distillation	CodeCode Available	1
基於特徵粒度之訓練策略於中文口語問答系統之應用(A Feature-granularity Training Strategy for Chinese Spoken Question Answering)	Oct 1, 2019	Question Answering	—Unverified	0
基於深度學習之簡答題問答系統初步探討(A Preliminary Study on Deep Learning-based Short Answer Question Answering System)	Oct 1, 2019	Question Answering	—Unverified	0
Neural Question Generation using Interrogative Phrases	Oct 1, 2019	Question AnsweringQuestion Generation	—Unverified	0
BERT for Question Generation	Oct 1, 2019	Language ModelingLanguage Modelling	—Unverified	0
SegEQA: Video Segmentation Based Visual Attention for Embodied Question Answering	Oct 1, 2019	Embodied Question AnsweringQuestion Answering	—Unverified	0
From Strings to Things: Knowledge-Enabled VQA Model That Can Read and Reason	Oct 1, 2019	Graph Neural NetworkQuestion Answering	—Unverified	0
MMM: Multi-stage Multi-task Learning for Multi-choice Reading Comprehension	Oct 1, 2019	Logical ReasoningMachine Reading Comprehension	CodeCode Available	0
Improved Word Sense Disambiguation Using Pre-Trained Contextualized Word Representations	Oct 1, 2019	named-entity-recognitionNamed Entity Recognition	CodeCode Available	0
Identifying Supporting Facts for Multi-hop Question Answering with Document Graph Networks	Oct 1, 2019	Multi-hop Question AnsweringQuestion Answering	—Unverified	0
On Incorporating Semantic Prior Knowledge in Deep Learning Through Embedding-Space Constraints	Sep 30, 2019	Data AugmentationQuestion Answering	—Unverified	0
A Simple and Effective Model for Answering Multi-span Questions	Sep 29, 2019	Question AnsweringReading Comprehension	CodeCode Available	0
A Pilot Study for Chinese SQL Semantic Parsing	Sep 29, 2019	Cross-Lingual Word EmbeddingsQuestion Answering	CodeCode Available	2
Named Entity Recognition System for Sindhi Language	Sep 28, 2019	Information RetrievalMachine Translation	—Unverified	0
OpenNRE: An Open and Extensible Toolkit for Neural Relation Extraction	Sep 28, 2019	Information RetrievalQuestion Answering	CodeCode Available	2
Distantly Supervised Question Parsing	Sep 27, 2019	Knowledge GraphsQuestion Answering	CodeCode Available	0
ALBERT: A Lite BERT for Self-supervised Learning of Language Representations	Sep 26, 2019	Common Sense ReasoningGPU	CodeCode Available	2
Overcoming Data Limitation in Medical Visual Question Answering	Sep 26, 2019	DenoisingMedical Visual Question Answering	CodeCode Available	1
Spoken Conversational Search for General Knowledge	Sep 26, 2019	Conversational Question AnsweringConversational Search	—Unverified	0
Compact Trilinear Interaction for Visual Question Answering	Sep 26, 2019	BenchmarkingKnowledge Distillation	CodeCode Available	0
Why Does the VQA Model Answer No?: Improving Reasoning through Visual and Linguistic Inference	Sep 25, 2019	Common Sense ReasoningQuestion Answering	—Unverified	0
AlignNet: Self-supervised Alignment Module	Sep 25, 2019	ObjectQuestion Answering	—Unverified	0
UNITER: Learning UNiversal Image-TExt Representations	Sep 25, 2019	Image-text matchingImage-text Retrieval	—Unverified	0
Linguistic Embeddings as a Common-Sense Knowledge Repository: Challenges and Opportunities	Sep 25, 2019	Common Sense ReasoningMachine 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