Question Generation

The goal of Question Generation is to generate a valid and fluent question according to a given passage and the target answer. Question Generation can be used in many scenarios, such as automatic tutoring systems, improving the performance of Question Answering models and enabling chatbots to lead a conversation.

Source: Generating Highly Relevant Questions

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 451–475 of 664 papers

Title	Date	Tasks	Status	Hype
Unsupervised Multi-hop Question Answering by Question Generation	Oct 23, 2020	Multi-hop Question AnsweringQuestion Answering	CodeCode Available	1
Stronger Transformers for Neural Multi-Hop Question Generation	Oct 22, 2020	Question GenerationQuestion-Generation	—Unverified	0
AI-lead Court Debate Case Investigation	Oct 22, 2020	Question GenerationQuestion-Generation	—Unverified	0
Summary-Oriented Question Generation for Informational Queries	Oct 19, 2020	ArticlesNatural Questions	—Unverified	0
Better Distractions: Transformer-based Distractor Generation and Multiple Choice Question Filtering	Oct 19, 2020	Distractor GenerationLanguage Modeling	—Unverified	0
Multi-hop Question Generation with Graph Convolutional Network	Oct 19, 2020	Question GenerationQuestion-Generation	CodeCode Available	1
Mathematical Word Problem Generation from Commonsense Knowledge Graph and Equations	Oct 13, 2020	Question GenerationQuestion-Generation	CodeCode Available	1
Contrast and Classify: Training Robust VQA Models	Oct 13, 2020	Contrastive LearningData Augmentation	CodeCode Available	1
Evaluating Factuality in Generation with Dependency-level Entailment	Oct 12, 2020	ARCNatural Language Inference	CodeCode Available	1
Knowledge-enriched, Type-constrained and Grammar-guided Question Generation over Knowledge Bases	Oct 7, 2020	DecoderDiversity	—Unverified	0
Discern: Discourse-Aware Entailment Reasoning Network for Conversational Machine Reading	Oct 5, 2020	Decision MakingDiscourse Segmentation	CodeCode Available	1
Tell Me How to Ask Again: Question Data Augmentation with Controllable Rewriting in Continuous Space	Oct 4, 2020	Data AugmentationMachine Reading Comprehension	CodeCode Available	0
Inquisitive Question Generation for High Level Text Comprehension	Oct 4, 2020	Question GenerationQuestion-Generation	CodeCode Available	1
基于Graph Transformer的知识库问题生成(Question Generation from Knowledge Base with Graph Transformer)	Oct 1, 2020	Question GenerationQuestion-Generation	—Unverified	0
Answer-Driven Visual State Estimator for Goal-Oriented Visual Dialogue	Oct 1, 2020	Question GenerationQuestion-Generation	CodeCode Available	0
Sequence-to-Sequence Learning for Indonesian Automatic Question Generator	Sep 29, 2020	Question AnsweringQuestion Generation	CodeCode Available	1
Can questions summarize a corpus? Using question generation for characterizing COVID-19 research	Sep 19, 2020	ArticlesQuestion Answering	CodeCode Available	1
Asking Complex Questions with Multi-hop Answer-focused Reasoning	Sep 16, 2020	Question GenerationQuestion-Generation	CodeCode Available	0
Text Generation by Learning from Demonstrations	Sep 16, 2020	Machine TranslationQuestion Generation	CodeCode Available	1
Accelerating Real-Time Question Answering via Question Generation	Sep 10, 2020	Data AugmentationMulti-Task Learning	—Unverified	0
Automatic Follow-up Question Generation for Asynchronous Interviews	Sep 1, 2020	Question GenerationQuestion-Generation	—Unverified	0
A Dataset and Baselines for Visual Question Answering on Art	Aug 28, 2020	Question AnsweringQuestion Generation	CodeCode Available	1
Resolving Intent Ambiguities by Retrieving Discriminative Clarifying Questions	Aug 17, 2020	Intent DetectionQuestion Generation	—Unverified	0
Evaluating for Diversity in Question Generation over Text	Aug 17, 2020	DecoderDiversity	—Unverified	0
Investigating Pretrained Language Models for Graph-to-Text Generation	Jul 16, 2020	AMR-to-Text GenerationData-to-Text Generation	CodeCode Available	1

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All datasets SQuAD1.1 COCO Visual Question Answering (VQA) real images 1.0 open ended GrailQA-Compositional GrailQA-IID GrailQA-Zero-Shot FairytaleQA WeiboPolls Natural Questions SQuAD TriviaQA Visual Question Generation

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	ERNIE-GENLARGE (beam size=5)	BLEU-4	25.41	—	Unverified
2	BART (TextBox 2.0)	BLEU-4	25.08	—	Unverified
3	ProphetNet + ASGen	BLEU-4	24.44	—	Unverified
4	UniLMv2	BLEU-4	24.43	—	Unverified
5	ProphetNet + syn. mask + localness	BLEU-4	24.37	—	Unverified
6	ProphetNet	BLEU-4	23.91	—	Unverified
7	UniLM + ASGen	BLEU-4	23.7	—	Unverified
8	UniLM	BLEU-4	22.78	—	Unverified
9	BERTSQG	BLEU-4	22.17	—	Unverified
10	Selector & NQG++	BLEU-4	15.87	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MDN	BLEU-1	65.1	—	Unverified
2	coco-Caption [[Karpathy and Li2014]]	BLEU-1	62.5	—	Unverified
3	Max(Yang,2015)	BLEU-1	59.4	—	Unverified
4	Sample(Yang,2015)	BLEU-1	38.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FactJointGT	METEOR	36.21	—	Unverified
2	JointGT	METEOR	36.08	—	Unverified
3	FactT5B	METEOR	35.72	—	Unverified
4	T5B	METEOR	35.64	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FactT5B	BLEU	46.1	—	Unverified
2	JointGT	BLEU	45.95	—	Unverified
3	T5B	BLEU	44.51	—	Unverified
4	FactJointGT	BLEU	43.61	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	JointGT	METEOR	37.69	—	Unverified
2	FactJointGT	METEOR	37.55	—	Unverified
3	FactT5B	METEOR	37.39	—	Unverified
4	T5B	METEOR	37.35	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BART fine-tuned on FairytaleQA	ROUGE-L	0.53	—	Unverified
2	BART fine-tuned on NarrativeQA and FairytaleQA	ROUGE-L	0.52	—	Unverified
3	BART fine-tuned on NarrativeQA	ROUGE-L	0.44	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UniPoll	ROUGE-1	49.6	—	Unverified
2	T5	ROUGE-1	44.46	—	Unverified
3	Dual Dec	ROUGE-1	38.24	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Info-HCVAE	QAE	37.18	—	Unverified
2	HCVAE	QAE	31.45	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Info-HCVAE	QAE	71.18	—	Unverified
2	HCVAE	QAE	69.46	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Info-HCVAE	QAE	35.45	—	Unverified
2	HCVAE	QAE	30.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MDN	BLEU-1	36	—	Unverified