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 501–525 of 664 papers

Title	Date	Tasks	Status
Automatic Follow-up Question Generation for Asynchronous Interviews	Sep 1, 2020	Question GenerationQuestion-Generation	—Unverified
Evaluating for Diversity in Question Generation over Text	Aug 17, 2020	DecoderDiversity	—Unverified
Resolving Intent Ambiguities by Retrieving Discriminative Clarifying Questions	Aug 17, 2020	Intent DetectionQuestion Generation	—Unverified
On the Importance of Diversity in Question Generation for QA	Jul 1, 2020	DiversityQuestion Answering	—Unverified
How to Ask Good Questions? Try to Leverage Paraphrases	Jul 1, 2020	DiversityMulti-Task Learning	—Unverified
Unsupervised FAQ Retrieval with Question Generation and BERT	Jul 1, 2020	Question GenerationQuestion-Generation	—Unverified
Learning to Ask More: Semi-Autoregressive Sequential Question Generation under Dual-Graph Interaction	Jul 1, 2020	Question GenerationQuestion-Generation	—Unverified
CopyBERT: A Unified Approach to Question Generation with Self-Attention	Jul 1, 2020	Dependency ParsingLanguage Modeling	—Unverified
A Sequence-to-sequence Approach for Numerical Slot-filling Dialog Systems	Jul 1, 2020	Question GenerationQuestion-Generation	—Unverified
ColdGANs: Taming Language GANs with Cautious Sampling Strategies	Jun 8, 2020	Abstractive Text SummarizationQuestion Generation	—Unverified
A Question Type Driven and Copy Loss Enhanced Frameworkfor Answer-Agnostic Neural Question Generation	May 24, 2020	Question GenerationQuestion-Generation	—Unverified
A Consolidated Dataset for Knowledge-based Question Generation using Predicate Mapping of Linked Data	May 1, 2020	Question GenerationQuestion-Generation	—Unverified
Zero-shot Neural Passage Retrieval via Domain-targeted Synthetic Question Generation	Apr 29, 2020	Passage RetrievalQuestion Generation	—Unverified
QURIOUS: Question Generation Pretraining for Text Generation	Apr 23, 2020	Abstractive Text SummarizationLanguage Modeling	—Unverified
Syn-QG: Syntactic and Shallow Semantic Rules for Question Generation	Apr 18, 2020	DescriptiveQuestion Generation	—Unverified
Towards Automatic Generation of Questions from Long Answers	Apr 10, 2020	Information RetrievalNatural Questions	—Unverified
Understanding Knowledge Gaps in Visual Question Answering: Implications for Gap Identification and Testing	Apr 8, 2020	DiversityQuestion Answering	—Unverified
Reinforced Multi-task Approach for Multi-hop Question Generation	Apr 5, 2020	Multi-hop Question AnsweringQuestion Answering	—Unverified
Generating Followup Questions for Interpretable Multi-hop Question Answering	Feb 27, 2020	Multi-hop Question AnsweringQuestion Answering	—Unverified
What BERT Sees: Cross-Modal Transfer for Visual Question Generation	Feb 25, 2020	Question GenerationQuestion-Generation	—Unverified
Deep Bayesian Network for Visual Question Generation	Jan 23, 2020	Natural QuestionsQuestion Generation	—Unverified
Deep Exemplar Networks for VQA and VQG	Dec 19, 2019	DecoderQuestion Answering	—Unverified
Easy-to-Hard: Leveraging Simple Questions for Complex Question Generation	Dec 5, 2019	Data AugmentationKnowledge Graphs	—Unverified
Improving Question Generation with Sentence-level Semantic Matching and Answer Position Inferring	Dec 2, 2019	DecoderPosition	—Unverified
A Free Lunch in Generating Datasets: Building a VQG and VQA System with Attention and Humans in the Loop	Nov 30, 2019	Question AnsweringQuestion Generation	—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