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 476–500 of 664 papers

Title	Date	Tasks	Status
Learning to Generate Questions by Recovering Answer-containing Sentences	Jan 1, 2021	Machine Reading ComprehensionQuestion Answering	—Unverified
Ask Question with Double Hints: Visual Question Generation with Answer-awareness and Region-reference	Jan 1, 2021	Graph-to-SequenceQuestion Generation	—Unverified
Towards automatically generating Questions under Discussion to link information and discourse structure	Dec 1, 2020	Question GenerationQuestion-Generation	—Unverified
Vocabulary Matters: A Simple yet Effective Approach to Paragraph-level Question Generation	Dec 1, 2020	Question GenerationQuestion-Generation	—Unverified
Answer-driven Deep Question Generation based on Reinforcement Learning	Dec 1, 2020	DecoderQuestion Generation	—Unverified
Question and Answer pair generation for Telugu short stories	Dec 1, 2020	Hybrid Machine LearningPOS	—Unverified
AGenT Zero: Zero-shot Automatic Multiple-Choice Question Generation for Skill Assessments	Nov 25, 2020	Multiple-choiceQuestion Generation	—Unverified
Generating Natural Questions from Images for Multimodal Assistants	Nov 17, 2020	Common Sense ReasoningNatural Questions	—Unverified
DORB: Dynamically Optimizing Multiple Rewards with Bandits	Nov 15, 2020	Data-to-Text GenerationQuestion Generation	—Unverified
Regularization of Distinct Strategies for Unsupervised Question Generation	Nov 1, 2020	Few-Shot LearningQuestion Answering	CodeCode Available
PALM: Pre-training an Autoencoding\&Autoregressive Language Model for Context-conditioned Generation	Nov 1, 2020	Abstractive Text SummarizationConversational Response Generation	—Unverified
Event Extraction as Machine Reading Comprehension	Nov 1, 2020	Event Argument ExtractionEvent Extraction	—Unverified
ProphetNet: Predicting Future N-gram for Sequence-to-SequencePre-training	Nov 1, 2020	Abstractive Text SummarizationPrediction	CodeCode Available
Diversify Question Generation with Continuous Content Selectors and Question Type Modeling	Nov 1, 2020	DiversityQuestion Generation	—Unverified
Synthetic Data Augmentation for Zero-Shot Cross-Lingual Question Answering	Oct 23, 2020	Cross-Lingual Question AnsweringData Augmentation	—Unverified
Stronger Transformers for Neural Multi-Hop Question Generation	Oct 22, 2020	Question GenerationQuestion-Generation	—Unverified
AI-lead Court Debate Case Investigation	Oct 22, 2020	Question GenerationQuestion-Generation	—Unverified
Better Distractions: Transformer-based Distractor Generation and Multiple Choice Question Filtering	Oct 19, 2020	Distractor GenerationLanguage Modeling	—Unverified
Summary-Oriented Question Generation for Informational Queries	Oct 19, 2020	ArticlesNatural Questions	—Unverified
Knowledge-enriched, Type-constrained and Grammar-guided Question Generation over Knowledge Bases	Oct 7, 2020	DecoderDiversity	—Unverified
Tell Me How to Ask Again: Question Data Augmentation with Controllable Rewriting in Continuous Space	Oct 4, 2020	Data AugmentationMachine Reading Comprehension	CodeCode Available
Answer-Driven Visual State Estimator for Goal-Oriented Visual Dialogue	Oct 1, 2020	Question GenerationQuestion-Generation	CodeCode Available
基于Graph Transformer的知识库问题生成(Question Generation from Knowledge Base with Graph Transformer)	Oct 1, 2020	Question GenerationQuestion-Generation	—Unverified
Asking Complex Questions with Multi-hop Answer-focused Reasoning	Sep 16, 2020	Question GenerationQuestion-Generation	CodeCode Available
Accelerating Real-Time Question Answering via Question Generation	Sep 10, 2020	Data AugmentationMulti-Task Learning	—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