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 426–450 of 664 papers

Title	Date	Tasks	Status	Hype
ChainCQG: Flow-Aware Conversational Question Generation	Feb 4, 2021	Conversational Question AnsweringQuestion Answering	CodeCode Available	1
End-to-End Video Question-Answer Generation with Generator-Pretester Network	Jan 5, 2021	Answer GenerationQuestion-Answer-Generation	CodeCode Available	0
Ask Question with Double Hints: Visual Question Generation with Answer-awareness and Region-reference	Jan 1, 2021	Graph-to-SequenceQuestion Generation	—Unverified	0
Learning to Generate Questions by Recovering Answer-containing Sentences	Jan 1, 2021	Machine Reading ComprehensionQuestion Answering	—Unverified	0
BANG: Bridging Autoregressive and Non-autoregressive Generation with Large Scale Pretraining	Dec 31, 2020	Dialogue GenerationQuestion Generation	CodeCode Available	1
Learning Dense Representations of Phrases at Scale	Dec 23, 2020	Open-Domain Question AnsweringQuestion Answering	CodeCode Available	2
Contrastive Learning with Adversarial Perturbations for Conditional Text Generation	Dec 14, 2020	Conditional Text GenerationContrastive Learning	CodeCode Available	1
EQG-RACE: Examination-Type Question Generation	Dec 11, 2020	Question GenerationQuestion-Generation	CodeCode Available	1
Question and Answer pair generation for Telugu short stories	Dec 1, 2020	Hybrid Machine LearningPOS	—Unverified	0
Towards automatically generating Questions under Discussion to link information and discourse structure	Dec 1, 2020	Question GenerationQuestion-Generation	—Unverified	0
Answer-driven Deep Question Generation based on Reinforcement Learning	Dec 1, 2020	DecoderQuestion Generation	—Unverified	0
Vocabulary Matters: A Simple yet Effective Approach to Paragraph-level Question Generation	Dec 1, 2020	Question GenerationQuestion-Generation	—Unverified	0
Just Ask: Learning to Answer Questions from Millions of Narrated Videos	Dec 1, 2020	Question AnsweringQuestion Generation	CodeCode Available	1
AGenT Zero: Zero-shot Automatic Multiple-Choice Question Generation for Skill Assessments	Nov 25, 2020	Multiple-choiceQuestion Generation	—Unverified	0
Generating Natural Questions from Images for Multimodal Assistants	Nov 17, 2020	Common Sense ReasoningNatural Questions	—Unverified	0
DORB: Dynamically Optimizing Multiple Rewards with Bandits	Nov 15, 2020	Data-to-Text GenerationQuestion Generation	—Unverified	0
Exploring Question-Specific Rewards for Generating Deep Questions	Nov 2, 2020	Question GenerationQuestion-Generation	CodeCode Available	1
Regularization of Distinct Strategies for Unsupervised Question Generation	Nov 1, 2020	Few-Shot LearningQuestion Answering	CodeCode Available	0
ProphetNet: Predicting Future N-gram for Sequence-to-SequencePre-training	Nov 1, 2020	Abstractive Text SummarizationPrediction	CodeCode Available	0
Diversify Question Generation with Continuous Content Selectors and Question Type Modeling	Nov 1, 2020	DiversityQuestion Generation	—Unverified	0
PathQG: Neural Question Generation from Facts	Nov 1, 2020	Question GenerationQuestion-Generation	CodeCode Available	1
Event Extraction as Machine Reading Comprehension	Nov 1, 2020	Event Argument ExtractionEvent Extraction	—Unverified	0
PALM: Pre-training an Autoencoding\&Autoregressive Language Model for Context-conditioned Generation	Nov 1, 2020	Abstractive Text SummarizationConversational Response Generation	—Unverified	0
CliniQG4QA: Generating Diverse Questions for Domain Adaptation of Clinical Question Answering	Oct 30, 2020	Domain AdaptationQuestion Answering	CodeCode Available	1
Synthetic Data Augmentation for Zero-Shot Cross-Lingual Question Answering	Oct 23, 2020	Cross-Lingual Question AnsweringData Augmentation	—Unverified	0

Show:10 25 50

← PrevPage 18 of 27Next →

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