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 351–375 of 664 papers

Title	Date	Tasks	Status	Hype
A Unified Abstractive Model for Generating Question-Answer Pairs	Oct 16, 2021	Answer GenerationMachine Reading Comprehension	—Unverified	0
How Well Do You Know Your Audience? Toward Socially-aware Question Generation	Oct 16, 2021	Question GenerationQuestion-Generation	—Unverified	0
MixQG: Neural Question Generation with Mixed Answer Types	Oct 15, 2021	Multiple-choiceQuestion Answering	CodeCode Available	1
Guiding Visual Question Generation	Oct 15, 2021	Question GenerationQuestion-Generation	—Unverified	0
Retrieval-guided Counterfactual Generation for QA	Oct 14, 2021	counterfactualData Augmentation	—Unverified	0
MMIU: Dataset for Visual Intent Understanding in Multimodal Assistants	Oct 13, 2021	intent-classificationIntent Classification	—Unverified	0
Simple or Complex? Complexity-Controllable Question Generation with Soft Templates and Deep Mixture of Experts Model	Oct 13, 2021	Mixture-of-ExpertsQuestion Generation	—Unverified	0
Decision-Theoretic Question Generation for Situated Reference Resolution: An Empirical Study and Computational Model	Oct 12, 2021	Question GenerationQuestion-Generation	—Unverified	0
I Do Not Understand What I Cannot Define: Automatic Question Generation With Pedagogically-Driven Content Selection	Oct 8, 2021	Learning TheoryQuestion Generation	—Unverified	0
The Impact of Answers in Referential Visual Dialog	Oct 1, 2021	Question GenerationQuestion-Generation	—Unverified	0
A Survey of Approaches to Automatic Question Generation:from 2019 to Early 2021	Oct 1, 2021	Question GenerationQuestion-Generation	—Unverified	0
Can Question Generation Debias Question Answering Models? A Case Study on Question-Context Lexical Overlap	Sep 23, 2021	Data AugmentationQuestion Answering	CodeCode Available	0
A Simple and Effective Model for Multi-Hop Question Generation	Sep 17, 2021	Question GenerationQuestion-Generation	—Unverified	0
Conversational Multi-Hop Reasoning with Neural Commonsense Knowledge and Symbolic Logic Rules	Sep 17, 2021	Common Sense ReasoningQuestion Generation	—Unverified	0
Question Generation for Generating Textbook Flashcards	Sep 16, 2021	Question GenerationQuestion-Generation	—Unverified	0
Context-NER : Contextual Phrase Generation at Scale	Sep 16, 2021	ContextNERLanguage Modelling	CodeCode Available	1
Reframing Instructional Prompts to GPTk's Language	Sep 16, 2021	Few-Shot LearningQuestion Generation	—Unverified	0
Improving Unsupervised Question Answering via Summarization-Informed Question Generation	Sep 16, 2021	ArticlesDependency Parsing	—Unverified	0
Topic Transferable Table Question Answering	Sep 15, 2021	Question AnsweringQuestion Generation	CodeCode Available	0
Asking Questions Like Educational Experts: Automatically Generating Question-Answer Pairs on Real-World Examination Data	Sep 11, 2021	Question GenerationQuestion-Generation	—Unverified	0
Generating Self-Contained and Summary-Centric Question Answer Pairs via Differentiable Reward Imitation Learning	Sep 10, 2021	ArticlesImitation Learning	CodeCode Available	0
Asking It All: Generating Contextualized Questions for any Semantic Role	Sep 10, 2021	AllQuestion Generation	CodeCode Available	0
Math Word Problem Generation with Mathematical Consistency and Problem Context Constraints	Sep 9, 2021	DiversityMath	—Unverified	0
TruthfulQA: Measuring How Models Mimic Human Falsehoods	Sep 8, 2021	Language ModelingLanguage Modelling	CodeCode Available	1
Transformer Models for Text Coherence Assessment	Sep 5, 2021	Coherence EvaluationMachine Translation	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