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 376–400 of 664 papers

Title	Date	Tasks	Status	Hype
On Generating Fact-Infused Question Variations	Sep 1, 2021	DecoderQuestion Generation	CodeCode Available	0
Contrastive Domain Adaptation for Question Answering using Limited Text Corpora	Aug 31, 2021	Domain AdaptationQuestion Answering	CodeCode Available	1
Generating Answer Candidates for Quizzes and Answer-Aware Question Generators	Aug 29, 2021	Question AnsweringQuestion Generation	—Unverified	0
Smoothing Dialogue States for Open Conversational Machine Reading	Aug 28, 2021	Decision MakingDecoder	CodeCode Available	0
Semantic-Based Self-Critical Training For Question Generation	Aug 26, 2021	Language ModellingQuestion Answering	CodeCode Available	1
INVIGORATE: Interactive Visual Grounding and Grasping in Clutter	Aug 25, 2021	BlockingObject	—Unverified	0
MTG: A Benchmark Suite for Multilingual Text Generation	Aug 13, 2021	Question GenerationQuestion-Generation	CodeCode Available	0
Automatic Learning Assistant in Telugu	Aug 1, 2021	Hybrid Machine LearningPOS	—Unverified	0
Multi-Lingual Question Generation with Language Agnostic Language Model	Aug 1, 2021	Language ModelingLanguage Modelling	CodeCode Available	0
Latent Reasoning for Low-Resource Question Generation	Aug 1, 2021	Question GenerationQuestion-Generation	—Unverified	0
Restatement and Question Generation for Counsellor Chatbot	Aug 1, 2021	ChatbotQuestion Generation	—Unverified	0
Exploring Input Representation Granularity for Generating Questions Satisfying Question-Answer Congruence	Aug 1, 2021	FormQuestion Generation	—Unverified	0
基于迭代信息传递和滑动窗口注意力的问题生成模型研究(Question Generation Model Based on Iterative Message Passing and Sliding Windows Hierarchical Attention)	Aug 1, 2021	Question GenerationQuestion-Generation	—Unverified	0
Continuous Language Generative Flow	Aug 1, 2021	Data AugmentationDensity Estimation	CodeCode Available	1
Engage the Public: Poll Question Generation for Social Media Posts	Aug 1, 2021	Answer GenerationDecoder	CodeCode Available	0
On Training Instance Selection for Few-Shot Neural Text Generation	Jul 7, 2021	ClusteringData-to-Text Generation	—Unverified	0
Incremental temporal summarization in multi-party meetings	Jul 1, 2021	Question GenerationQuestion-Generation	—Unverified	0
Controllable Open-ended Question Generation with A New Question Type Ontology	Jul 1, 2021	DiversityQuestion Generation	CodeCode Available	1
Reinforcement Learning for Abstractive Question Summarization with Question-aware Semantic Rewards	Jul 1, 2021	Question AnsweringQuestion Generation	CodeCode Available	1
Unified Questioner Transformer for Descriptive Question Generation in Goal-Oriented Visual Dialogue	Jun 29, 2021	DescriptiveQuestion Generation	CodeCode Available	0
DeltaLM: Encoder-Decoder Pre-training for Language Generation and Translation by Augmenting Pretrained Multilingual Encoders	Jun 25, 2021	Abstractive Text SummarizationDecoder	CodeCode Available	0
Learning to Rank Question Answer Pairs with Bilateral Contrastive Data Augmentation	Jun 21, 2021	Answer GenerationData Augmentation	—Unverified	0
Enhancing Question Generation with Commonsense Knowledge	Jun 19, 2021	Multi-Task LearningQuestion Generation	—Unverified	0
JointGT: Graph-Text Joint Representation Learning for Text Generation from Knowledge Graphs	Jun 19, 2021	Graph ReconstructionKG-to-Text Generation	CodeCode Available	1
To Beam Or Not To Beam: That is a Question of Cooperation for Language GANs	Jun 11, 2021	Question GenerationQuestion-Generation	—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