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	Hype
How Should Agents Ask Questions For Situated Learning? An Annotated Dialogue Corpus	Jun 11, 2021	Novel ConceptsQuestion Generation	CodeCode Available	0
Question Generation for Adaptive Education	Jun 8, 2021	Knowledge TracingQuestion Generation	CodeCode Available	1
GTM: A Generative Triple-Wise Model for Conversational Question Generation	Jun 7, 2021	DiversityQuestion Generation	—Unverified	0
ZmBART: An Unsupervised Cross-lingual Transfer Framework for Language Generation	Jun 3, 2021	Cross-Lingual TransferDenoising	CodeCode Available	1
Deep Learning on Graphs for Natural Language Processing	Jun 1, 2021	Deep Learninggraph construction	—Unverified	0
Guiding the Growth: Difficulty-Controllable Question Generation through Step-by-Step Rewriting	May 25, 2021	Question AnsweringQuestion Generation	—Unverified	0
Learning to Ask Appropriate Questions in Conversational Recommendation	May 11, 2021	Conversational RecommendationQuestion Generation	—Unverified	0
EL-Attention: Memory Efficient Lossless Attention for Generation	May 11, 2021	GPUQuestion Generation	CodeCode Available	1
Diverse and Specific Clarification Question Generation with Keywords	Apr 21, 2021	DiversityQuestion Generation	CodeCode Available	1
Improving Question Answering Model Robustness with Synthetic Adversarial Data Generation	Apr 18, 2021	Answer SelectionQuestion Answering	—Unverified	0
Back-Training excels Self-Training at Unsupervised Domain Adaptation of Question Generation and Passage Retrieval	Apr 18, 2021	BIG-bench Machine LearningDomain Adaptation	CodeCode Available	1
ProphetNet-X: Large-Scale Pre-training Models for English, Chinese, Multi-lingual, Dialog, and Code Generation	Apr 16, 2021	Code GenerationOpen-Domain Dialog	CodeCode Available	0
Q^2: Evaluating Factual Consistency in Knowledge-Grounded Dialogues via Question Generation and Question Answering	Apr 16, 2021	Abstractive Text SummarizationDialogue Evaluation	CodeCode Available	1
Data-QuestEval: A Referenceless Metric for Data-to-Text Semantic Evaluation	Apr 15, 2021	Data-to-Text GenerationQuestion Generation	CodeCode Available	1
Ask what's missing and what's useful: Improving Clarification Question Generation using Global Knowledge	Apr 14, 2021	Question GenerationQuestion-Generation	CodeCode Available	1
Paired Examples as Indirect Supervision in Latent Decision Models	Apr 5, 2021	Out-of-Distribution GeneralizationQuestion Answering	—Unverified	0
Automatically Generating Cause-and-Effect Questions from Passages	Apr 1, 2021	Question AnsweringQuestion Generation	CodeCode Available	1
Expanding, Retrieving and Infilling: Diversifying Cross-Domain Question Generation with Flexible Templates	Apr 1, 2021	DiversityQuestion Generation	CodeCode Available	0
An Automated Multiple-Choice Question Generation Using Natural Language Processing Techniques	Mar 26, 2021	Multiple-choiceQuestion Generation	—Unverified	0
Quinductor: a multilingual data-driven method for generating reading-comprehension questions using Universal Dependencies	Mar 18, 2021	Question GenerationQuestion-Generation	CodeCode Available	0
Cooperative Self-training of Machine Reading Comprehension	Mar 12, 2021	Extractive Question-AnsweringMachine Reading Comprehension	CodeCode Available	1
AnswerQuest: A System for Generating Question-Answer Items from Multi-Paragraph Documents	Mar 5, 2021	Question AnsweringQuestion Generation	CodeCode Available	1
Data Augmentation with Hierarchical SQL-to-Question Generation for Cross-domain Text-to-SQL Parsing	Mar 3, 2021	Data AugmentationQuestion Generation	—Unverified	0
OneStop QAMaker: Extract Question-Answer Pairs from Text in a One-Stop Approach	Feb 24, 2021	Machine Reading ComprehensionQuestion Answering	—Unverified	0
Quiz-Style Question Generation for News Stories	Feb 18, 2021	Answer GenerationDistractor 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