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 401–425 of 664 papers

Title	Date	Tasks	Status
Weak Supervision Enhanced Generative Network for Question Generation	Jul 1, 2019	DecoderQuestion Answering	—Unverified
Alexpaca: Learning Factual Clarification Question Generation Without Examples	Oct 17, 2023	BenchmarkingChatbot	—Unverified
What is a Good Question? Utility Estimation with LLM-based Simulations	Feb 24, 2025	Question GenerationQuestion-Generation	—Unverified
"What makes a question inquisitive?" A Study on Type-Controlled Inquisitive Question Generation	May 17, 2022	Question GenerationQuestion-Generation	—Unverified
What should I Ask: A Knowledge-driven Approach for Follow-up Questions Generation in Conversational Surveys	May 23, 2022	Question GenerationQuestion-Generation	—Unverified
Words of Wisdom: Representational Harms in Learning From AI Communication	Nov 16, 2021	DiversityQuestion Generation	—Unverified
Zero-shot Clarifying Question Generation for Conversational Search	Jan 30, 2023	Conversational SearchNatural Questions	—Unverified
Zero-shot Neural Passage Retrieval via Domain-targeted Synthetic Question Generation	Apr 29, 2020	Passage RetrievalQuestion Generation	—Unverified
The Impact of Answers in Referential Visual Dialog	Oct 1, 2021	Question GenerationQuestion-Generation	—Unverified
Contrastive Learning for Knowledge-Based Question Generation in Large Language Models	Sep 21, 2024	Contrastive LearningHallucination	—Unverified
Accelerating Real-Time Question Answering via Question Generation	Sep 10, 2020	Data AugmentationMulti-Task Learning	—Unverified
A Comparative Analysis on Ethical Benchmarking in Large Language Models	Oct 11, 2024	BenchmarkingDecision Making	—Unverified
A Consolidated Dataset for Knowledge-based Question Generation using Predicate Mapping of Linked Data	May 1, 2020	Question GenerationQuestion-Generation	—Unverified
A Question Answering Framework for Decontextualizing User-facing Snippets from Scientific Documents	May 24, 2023	Question AnsweringQuestion Generation	—Unverified
CAVEN: An Embodied Conversational Agent for Efficient Audio-Visual Navigation in Noisy Environments	Jun 6, 2023	Hierarchical Reinforcement LearningNavigate	—Unverified
Advancing Large Multi-modal Models with Explicit Chain-of-Reasoning and Visual Question Generation	Jan 18, 2024	Caption GenerationLanguage Modeling	—Unverified
Adversarial and Safely Scaled Question Generation	Oct 17, 2022	MisinformationQuestion Answering	—Unverified
A Feasibility Study of Answer-Unaware Question Generation for Education	Nov 16, 2021	Question GenerationQuestion-Generation	—Unverified
Putting the Horse Before the Cart:A Generator-Evaluator Framework for Question Generation from Text	Aug 15, 2018	Question GenerationQuestion-Generation	—Unverified
A Free Lunch in Generating Datasets: Building a VQG and VQA System with Attention and Humans in the Loop	Nov 30, 2019	Question AnsweringQuestion Generation	—Unverified
AGenT Zero: Zero-shot Automatic Multiple-Choice Question Generation for Skill Assessments	Nov 25, 2020	Multiple-choiceQuestion Generation	—Unverified
AI empowering research: 10 ways how science can benefit from AI	Jul 17, 2023	Question GenerationQuestion-Generation	—Unverified
AI-lead Court Debate Case Investigation	Oct 22, 2020	Question GenerationQuestion-Generation	—Unverified
A Joint Model for Question Answering and Question Generation	Jun 5, 2017	Question AnsweringQuestion Generation	—Unverified
All You May Need for VQA are Image Captions	Jan 16, 2022	AllImage Captioning	—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