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 176–200 of 664 papers

Title	Date	Tasks	Status	Hype
DiffuSIA: A Spiral Interaction Architecture for Encoder-Decoder Text Diffusion	May 19, 2023	Conditional Text GenerationDecoder	—Unverified	0
What You See is What You Read? Improving Text-Image Alignment Evaluation	May 17, 2023	Image GenerationImage to text	CodeCode Available	1
Elaborative Simplification as Implicit Questions Under Discussion	May 17, 2023	DecoderQuestion Generation	—Unverified	0
TESS: Text-to-Text Self-Conditioned Simplex Diffusion	May 15, 2023	Natural Language UnderstandingParaphrase Generation	CodeCode Available	1
Scalable Educational Question Generation with Pre-trained Language Models	May 13, 2023	Language ModelingLanguage Modelling	CodeCode Available	0
ProKnow: Process Knowledge for Safety Constrained and Explainable Question Generation for Mental Health Diagnostic Assistance	May 13, 2023	DiagnosticQuestion Generation	—Unverified	0
SkillQG: Learning to Generate Question for Reading Comprehension Assessment	May 8, 2023	Machine Reading ComprehensionQuestion Answering	—Unverified	0
Modeling What-to-ask and How-to-ask for Answer-unaware Conversational Question Generation	May 4, 2023	Question GenerationQuestion-Generation	CodeCode Available	1
Using Implicit Feedback to Improve Question Generation	Apr 26, 2023	Question GenerationQuestion-Generation	—Unverified	0
PAXQA: Generating Cross-lingual Question Answering Examples at Training Scale	Apr 24, 2023	Cross-Lingual Question AnsweringDataset Generation	CodeCode Available	0
How Useful are Educational Questions Generated by Large Language Models?	Apr 13, 2023	Question GenerationQuestion-Generation	—Unverified	0
Language Models are Causal Knowledge Extractors for Zero-shot Video Question Answering	Apr 7, 2023	Question AnsweringQuestion Generation	—Unverified	0
Automatic Generation of Multiple-Choice Questions	Mar 25, 2023	Multiple-choicePart-Of-Speech Tagging	—Unverified	0
Practical and Ethical Challenges of Large Language Models in Education: A Systematic Scoping Review	Mar 17, 2023	Question GenerationQuestion-Generation	—Unverified	0
DIFFQG: Generating Questions to Summarize Factual Changes	Mar 1, 2023	ArticlesChange Detection	—Unverified	0
kNN-BOX: A Unified Framework for Nearest Neighbor Generation	Feb 27, 2023	Machine TranslationParaphrase Generation	CodeCode Available	1
idT5: Indonesian Version of Multilingual T5 Transformer	Feb 2, 2023	Question AnsweringQuestion Generation	—Unverified	0
Zero-shot Clarifying Question Generation for Conversational Search	Jan 30, 2023	Conversational SearchNatural Questions	—Unverified	0
PIE-QG: Paraphrased Information Extraction for Unsupervised Question Generation from Small Corpora	Jan 3, 2023	Language ModelingLanguage Modelling	—Unverified	0
Inflected Forms Are Redundant in Question Generation Models	Jan 1, 2023	DecoderQuestion Generation	—Unverified	0
TextBox 2.0: A Text Generation Library with Pre-trained Language Models	Dec 26, 2022	Abstractive Text SummarizationData-to-Text Generation	CodeCode Available	3
CinPatent: Datasets for Patent Classification	Dec 23, 2022	ClassificationMulti Label Text Classification	—Unverified	0
Socratic Pretraining: Question-Driven Pretraining for Controllable Summarization	Dec 20, 2022	Question GenerationQuestion-Generation	CodeCode Available	0
ClarifyDelphi: Reinforced Clarification Questions with Defeasibility Rewards for Social and Moral Situations	Dec 20, 2022	Question GenerationQuestion-Generation	CodeCode Available	1
Bridging The Gap: Entailment Fused-T5 for Open-retrieval Conversational Machine Reading Comprehension	Dec 19, 2022	Decision MakingMachine Reading Comprehension	—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