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 8926–8950 of 10817 papers

Title	Date	Tasks	Status	Hype
Jack the Reader - A Machine Reading Framework	Jun 20, 2018	ArticlesLink Prediction	CodeCode Available	1
The Natural Language Decathlon: Multitask Learning as Question Answering	Jun 20, 2018	DecoderDomain Adaptation	CodeCode Available	1
Learning Conditioned Graph Structures for Interpretable Visual Question Answering	Jun 19, 2018	Question AnsweringVisual Question Answering	CodeCode Available	0
Comparative Analysis of Neural QA models on SQuAD	Jun 18, 2018	Information RetrievalQuestion Answering	—Unverified	0
GLoMo: Unsupervisedly Learned Relational Graphs as Transferable Representations	Jun 14, 2018	image-classificationImage Classification	CodeCode Available	0
Learning Visual Knowledge Memory Networks for Visual Question Answering	Jun 13, 2018	Question AnsweringVisual Question Answering	—Unverified	0
Neural Network Models for Paraphrase Identification, Semantic Textual Similarity, Natural Language Inference, and Question Answering	Jun 12, 2018	Natural Language InferenceParaphrase Identification	CodeCode Available	0
Recurrent One-Hop Predictions for Reasoning over Knowledge Graphs	Jun 12, 2018	Knowledge Base CompletionKnowledge Graphs	—Unverified	0
FigureNet: A Deep Learning model for Question-Answering on Scientific Plots	Jun 12, 2018	Deep LearningQuestion Answering	—Unverified	0
iParaphrasing: Extracting Visually Grounded Paraphrases via an Image	Jun 12, 2018	Image CaptioningQuestion Answering	CodeCode Available	0
Focused Hierarchical RNNs for Conditional Sequence Processing	Jun 12, 2018	Open-Domain Question AnsweringPolicy Gradient Methods	—Unverified	0
Improving Language Understanding by Generative Pre-Training	Jun 11, 2018	Cloze TestDocument Classification	CodeCode Available	1
Know What You Don't Know: Unanswerable Questions for SQuAD	Jun 11, 2018	Natural Language UnderstandingQuestion Answering	CodeCode Available	1
Prosody Modifications for Question-Answering in Voice-Only Settings	Jun 11, 2018	InformativenessQuestion Answering	CodeCode Available	0
Adaptations of ROUGE and BLEU to Better Evaluate Machine Reading Comprehension Task	Jun 10, 2018	Machine Reading ComprehensionQuestion Answering	—Unverified	0
Learning Answer Embeddings for Visual Question Answering	Jun 10, 2018	Question AnsweringTransfer Learning	—Unverified	0
Cross-Dataset Adaptation for Visual Question Answering	Jun 10, 2018	Domain AdaptationQuestion Answering	—Unverified	0
SciDTB: Discourse Dependency TreeBank for Scientific Abstracts	Jun 10, 2018	ArticlesMachine Translation	CodeCode Available	0
Learning to Search in Long Documents Using Document Structure	Jun 9, 2018	Information RetrievalQuestion Answering	CodeCode Available	0
CS-VQA: Visual Question Answering with Compressively Sensed Images	Jun 8, 2018	Question AnsweringVisual Question Answering	—Unverified	0
Focal Visual-Text Attention for Visual Question Answering	Jun 5, 2018	Memex Question AnsweringQuestion Answering	CodeCode Available	0
On the Flip Side: Identifying Counterexamples in Visual Question Answering	Jun 3, 2018	Question AnsweringVisual Question Answering	—Unverified	0
Multi-Cast Attention Networks for Retrieval-based Question Answering and Response Prediction	Jun 3, 2018	Question AnsweringRepresentation Learning	—Unverified	0
Categorizing Concepts With Basic Level for Vision-to-Language	Jun 1, 2018	ClusteringImage Captioning	—Unverified	0
Stacked Latent Attention for Multimodal Reasoning	Jun 1, 2018	Image CaptioningMultimodal Reasoning	—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