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	Hype
A Sequence-to-sequence Approach for Numerical Slot-filling Dialog Systems	Jul 1, 2020	Question GenerationQuestion-Generation	—Unverified	0
Visual Question Generation from Radiology Images	Jul 1, 2020	Image AugmentationQuestion Generation	CodeCode Available	1
CopyBERT: A Unified Approach to Question Generation with Self-Attention	Jul 1, 2020	Dependency ParsingLanguage Modeling	—Unverified	0
How to Ask Good Questions? Try to Leverage Paraphrases	Jul 1, 2020	DiversityMulti-Task Learning	—Unverified	0
Learning to Ask More: Semi-Autoregressive Sequential Question Generation under Dual-Graph Interaction	Jul 1, 2020	Question GenerationQuestion-Generation	—Unverified	0
Unsupervised FAQ Retrieval with Question Generation and BERT	Jul 1, 2020	Question GenerationQuestion-Generation	—Unverified	0
On the Importance of Diversity in Question Generation for QA	Jul 1, 2020	DiversityQuestion Answering	—Unverified	0
ClarQ: A large-scale and diverse dataset for Clarification Question Generation	Jun 10, 2020	Question AnsweringQuestion Generation	CodeCode Available	1
ColdGANs: Taming Language GANs with Cautious Sampling Strategies	Jun 8, 2020	Abstractive Text SummarizationQuestion Generation	—Unverified	0
Generating Diverse and Consistent QA pairs from Contexts with Information-Maximizing Hierarchical Conditional VAEs	May 28, 2020	Question-Answer-GenerationQuestion Answering	CodeCode Available	1
Knowledge Graph Simple Question Answering for Unseen Domains	May 25, 2020	Domain AdaptationQuestion Answering	CodeCode Available	1
A Question Type Driven and Copy Loss Enhanced Frameworkfor Answer-Agnostic Neural Question Generation	May 24, 2020	Question GenerationQuestion-Generation	—Unverified	0
C3VQG: Category Consistent Cyclic Visual Question Generation	May 15, 2020	Natural QuestionsQuestion Generation	CodeCode Available	1
Simplifying Paragraph-level Question Generation via Transformer Language Models	May 3, 2020	Language ModelingLanguage Modelling	CodeCode Available	2
A Consolidated Dataset for Knowledge-based Question Generation using Predicate Mapping of Linked Data	May 1, 2020	Question GenerationQuestion-Generation	—Unverified	0
Stay Hungry, Stay Focused: Generating Informative and Specific Questions in Information-Seeking Conversations	Apr 30, 2020	InformativenessQuestion Generation	CodeCode Available	1
Zero-shot Neural Passage Retrieval via Domain-targeted Synthetic Question Generation	Apr 29, 2020	Passage RetrievalQuestion Generation	—Unverified	0
Semantic Graphs for Generating Deep Questions	Apr 27, 2020	Question GenerationQuestion-Generation	CodeCode Available	1
Template-Based Question Generation from Retrieved Sentences for Improved Unsupervised Question Answering	Apr 24, 2020	Language ModelingLanguage Modelling	CodeCode Available	1
QURIOUS: Question Generation Pretraining for Text Generation	Apr 23, 2020	Abstractive Text SummarizationLanguage Modeling	—Unverified	0
Syn-QG: Syntactic and Shallow Semantic Rules for Question Generation	Apr 18, 2020	DescriptiveQuestion Generation	—Unverified	0
PALM: Pre-training an Autoencoding&Autoregressive Language Model for Context-conditioned Generation	Apr 14, 2020	Abstractive Text SummarizationConversational Response Generation	CodeCode Available	1
Toward Subgraph-Guided Knowledge Graph Question Generation with Graph Neural Networks	Apr 13, 2020	Data AugmentationDecoder	CodeCode Available	1
Towards Automatic Generation of Questions from Long Answers	Apr 10, 2020	Information RetrievalNatural Questions	—Unverified	0
Understanding Knowledge Gaps in Visual Question Answering: Implications for Gap Identification and Testing	Apr 8, 2020	DiversityQuestion Answering	—Unverified	0

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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