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 451–475 of 664 papers

Title	Date	Tasks	Status
Automatic Learning Assistant in Telugu	Aug 1, 2021	Hybrid Machine LearningPOS	—Unverified
Exploring Input Representation Granularity for Generating Questions Satisfying Question-Answer Congruence	Aug 1, 2021	FormQuestion Generation	—Unverified
Restatement and Question Generation for Counsellor Chatbot	Aug 1, 2021	ChatbotQuestion Generation	—Unverified
Multi-Lingual Question Generation with Language Agnostic Language Model	Aug 1, 2021	Language ModelingLanguage Modelling	CodeCode Available
On Training Instance Selection for Few-Shot Neural Text Generation	Jul 7, 2021	ClusteringData-to-Text Generation	—Unverified
Incremental temporal summarization in multi-party meetings	Jul 1, 2021	Question GenerationQuestion-Generation	—Unverified
Unified Questioner Transformer for Descriptive Question Generation in Goal-Oriented Visual Dialogue	Jun 29, 2021	DescriptiveQuestion Generation	CodeCode Available
DeltaLM: Encoder-Decoder Pre-training for Language Generation and Translation by Augmenting Pretrained Multilingual Encoders	Jun 25, 2021	Abstractive Text SummarizationDecoder	CodeCode Available
Learning to Rank Question Answer Pairs with Bilateral Contrastive Data Augmentation	Jun 21, 2021	Answer GenerationData Augmentation	—Unverified
Enhancing Question Generation with Commonsense Knowledge	Jun 19, 2021	Multi-Task LearningQuestion Generation	—Unverified
To Beam Or Not To Beam: That is a Question of Cooperation for Language GANs	Jun 11, 2021	Question GenerationQuestion-Generation	—Unverified
How Should Agents Ask Questions For Situated Learning? An Annotated Dialogue Corpus	Jun 11, 2021	Novel ConceptsQuestion Generation	CodeCode Available
GTM: A Generative Triple-Wise Model for Conversational Question Generation	Jun 7, 2021	DiversityQuestion Generation	—Unverified
Deep Learning on Graphs for Natural Language Processing	Jun 1, 2021	Deep Learninggraph construction	—Unverified
Guiding the Growth: Difficulty-Controllable Question Generation through Step-by-Step Rewriting	May 25, 2021	Question AnsweringQuestion Generation	—Unverified
Learning to Ask Appropriate Questions in Conversational Recommendation	May 11, 2021	Conversational RecommendationQuestion Generation	—Unverified
Improving Question Answering Model Robustness with Synthetic Adversarial Data Generation	Apr 18, 2021	Answer SelectionQuestion Answering	—Unverified
ProphetNet-X: Large-Scale Pre-training Models for English, Chinese, Multi-lingual, Dialog, and Code Generation	Apr 16, 2021	Code GenerationOpen-Domain Dialog	CodeCode Available
Paired Examples as Indirect Supervision in Latent Decision Models	Apr 5, 2021	Out-of-Distribution GeneralizationQuestion Answering	—Unverified
Expanding, Retrieving and Infilling: Diversifying Cross-Domain Question Generation with Flexible Templates	Apr 1, 2021	DiversityQuestion Generation	CodeCode Available
An Automated Multiple-Choice Question Generation Using Natural Language Processing Techniques	Mar 26, 2021	Multiple-choiceQuestion Generation	—Unverified
Quinductor: a multilingual data-driven method for generating reading-comprehension questions using Universal Dependencies	Mar 18, 2021	Question GenerationQuestion-Generation	CodeCode Available
Data Augmentation with Hierarchical SQL-to-Question Generation for Cross-domain Text-to-SQL Parsing	Mar 3, 2021	Data AugmentationQuestion Generation	—Unverified
OneStop QAMaker: Extract Question-Answer Pairs from Text in a One-Stop Approach	Feb 24, 2021	Machine Reading ComprehensionQuestion Answering	—Unverified
End-to-End Video Question-Answer Generation with Generator-Pretester Network	Jan 5, 2021	Answer GenerationQuestion-Answer-Generation	CodeCode Available

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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