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 251–275 of 664 papers

Title	Date	Tasks	Status
Deep Bayesian Network for Visual Question Generation	Jan 23, 2020	Natural QuestionsQuestion Generation	—Unverified
Generating Natural Language Question-Answer Pairs from a Knowledge Graph Using a RNN Based Question Generation Model	Apr 1, 2017	Knowledge GraphsQuestion Answering	—Unverified
Generating Natural Questions from Images for Multimodal Assistants	Nov 17, 2020	Common Sense ReasoningNatural Questions	—Unverified
Generating Questions and Multiple-Choice Answers using Semantic Analysis of Texts	Dec 1, 2016	coreference-resolutionCoreference Resolution	—Unverified
Decision-Theoretic Question Generation for Situated Reference Resolution: An Empirical Study and Computational Model	Oct 12, 2021	Question GenerationQuestion-Generation	—Unverified
Davidsonian Scene Graph: Improving Reliability in Fine-grained Evaluation for Text-to-Image Generation	Oct 27, 2023	Image GenerationQuestion Answering	—Unverified
Automatic Generation of Multiple-Choice Questions	Mar 25, 2023	Multiple-choicePart-Of-Speech Tagging	—Unverified
A Reinforcement Learning Framework for Natural Question Generation using Bi-discriminators	Aug 1, 2018	AttributeNatural Questions	—Unverified
Data Augmentation with Hierarchical SQL-to-Question Generation for Cross-domain Text-to-SQL Parsing	Mar 3, 2021	Data AugmentationQuestion Generation	—Unverified
Automatic Generation of Grounded Visual Questions	Dec 20, 2016	DiversityQuestion Generation	—Unverified
Data Augmentation for Biomedical Factoid Question Answering	Jan 16, 2022	Data AugmentationInformation Retrieval	—Unverified
Automatic Follow-up Question Generation for Asynchronous Interviews	Sep 1, 2020	Question GenerationQuestion-Generation	—Unverified
AGenT Zero: Zero-shot Automatic Multiple-Choice Question Generation for Skill Assessments	Nov 25, 2020	Multiple-choiceQuestion Generation	—Unverified
Improving Controllability of Educational Question Generation by Keyword Provision	Dec 2, 2021	DiversityQuestion Generation	—Unverified
Improving Neural Question Generation using World Knowledge	Sep 9, 2019	Question GenerationQuestion-Generation	—Unverified
Improving Unsupervised Question Answering via Summarization-Informed Question Generation	Sep 16, 2021	ArticlesDependency Parsing	—Unverified
Cycle-Consistency for Robust Visual Question Answering	Feb 15, 2019	Question AnsweringQuestion Generation	—Unverified
Customized Image Narrative Generation via Interactive Visual Question Generation and Answering	Apr 27, 2018	DiversityImage Description	—Unverified
Automatic Answerability Evaluation for Question Generation	Sep 22, 2023	Question GenerationQuestion-Generation	—Unverified
Crowdsourcing Multiple Choice Science Questions	Jul 19, 2017	DiversityMultiple-choice	—Unverified
Cross-lingual Transfer for Automatic Question Generation by Learning Interrogative Structures in Target Languages	Oct 4, 2024	ChatbotCross-Lingual Transfer	—Unverified
A Question Type Driven and Copy Loss Enhanced Frameworkfor Answer-Agnostic Neural Question Generation	May 24, 2020	Question GenerationQuestion-Generation	—Unverified
CAVEN: An Embodied Conversational Agent for Efficient Audio-Visual Navigation in Noisy Environments	Jun 6, 2023	Hierarchical Reinforcement LearningNavigate	—Unverified
Cross-Examiner: Evaluating Consistency of Large Language Model-Generated Explanations	Mar 11, 2025	Language ModelingLanguage Modelling	—Unverified
Applying Information Extraction to Storybook Question and Answer Generation	Nov 1, 2022	Answer GenerationQuestion Generation	—Unverified

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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