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 151–175 of 664 papers

Title	Date	Tasks	Status	Hype
Diversifying Question Generation over Knowledge Base via External Natural Questions	Sep 23, 2023	DiversityNatural Questions	—Unverified	0
ChatPRCS: A Personalized Support System for English Reading Comprehension based on ChatGPT	Sep 22, 2023	ArticlesQuestion Generation	—Unverified	0
Automatic Answerability Evaluation for Question Generation	Sep 22, 2023	Question GenerationQuestion-Generation	—Unverified	0
Investigating Answerability of LLMs for Long-Form Question Answering	Sep 15, 2023	FormLong Form Question Answering	—Unverified	0
FOLLOWUPQG: Towards Information-Seeking Follow-up Question Generation	Sep 10, 2023	InformativenessQuestion Generation	—Unverified	0
KGConv, a Conversational Corpus grounded in Wikidata	Aug 29, 2023	Knowledge GraphsQuestion Answering	—Unverified	0
AI empowering research: 10 ways how science can benefit from AI	Jul 17, 2023	Question GenerationQuestion-Generation	—Unverified	0
Event Extraction as Question Generation and Answering	Jul 10, 2023	Event ExtractionQuestion Answering	CodeCode Available	1
MultiQG-TI: Towards Question Generation from Multi-modal Sources	Jul 7, 2023	Image to textOptical Character Recognition	CodeCode Available	0
Covering Uncommon Ground: Gap-Focused Question Generation for Answer Assessment	Jul 6, 2023	Question GenerationQuestion-Generation	—Unverified	0
Towards Enriched Controllability for Educational Question Generation	Jun 21, 2023	AttributeQuestion Generation	CodeCode Available	0
CLARA: Classifying and Disambiguating User Commands for Reliable Interactive Robotic Agents	Jun 17, 2023	Question GenerationUncertainty Quantification	CodeCode Available	0
Improving Reading Comprehension Question Generation with Data Augmentation and Overgenerate-and-rank	Jun 15, 2023	Data AugmentationQuestion Generation	CodeCode Available	0
UniPoll: A Unified Social Media Poll Generation Framework via Multi-Objective Optimization	Jun 12, 2023	Answer GenerationPoll Generation	CodeCode Available	0
Weakly Supervised Visual Question Answer Generation	Jun 11, 2023	Answer GenerationDependency Parsing	—Unverified	0
CAVEN: An Embodied Conversational Agent for Efficient Audio-Visual Navigation in Noisy Environments	Jun 6, 2023	Hierarchical Reinforcement LearningNavigate	—Unverified	0
With a Little Push, NLI Models can Robustly and Efficiently Predict Faithfulness	May 26, 2023	Data AugmentationQuestion Generation	CodeCode Available	0
Evaluation of Question Generation Needs More References	May 26, 2023	Question GenerationQuestion-Generation	—Unverified	0
GenQ: Automated Question Generation to Support Caregivers While Reading Stories with Children	May 26, 2023	Question GenerationQuestion-Generation	—Unverified	0
InteractiveIE: Towards Assessing the Strength of Human-AI Collaboration in Improving the Performance of Information Extraction	May 24, 2023	Question AnsweringQuestion Generation	—Unverified	0
A Question Answering Framework for Decontextualizing User-facing Snippets from Scientific Documents	May 24, 2023	Question AnsweringQuestion Generation	—Unverified	0
Pre-training Language Models for Comparative Reasoning	May 23, 2023	Question AnsweringQuestion Generation	—Unverified	0
On Robustness of Finetuned Transformer-based NLP Models	May 23, 2023	DecoderLanguage Modelling	CodeCode Available	0
Towards Asking Clarification Questions for Information Seeking on Task-Oriented Dialogues	May 23, 2023	Question GenerationQuestion-Generation	CodeCode Available	0
Extrapolating Multilingual Understanding Models as Multilingual Generators	May 22, 2023	DenoisingLanguage Modeling	—Unverified	0

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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