Text Generation

Text Generation is the task of generating text with the goal of appearing indistinguishable to human-written text. This task is more formally known as "natural language generation" in the literature.

Text generation can be addressed with Markov processes or deep generative models like LSTMs. Recently, some of the most advanced methods for text generation include BART, GPT and other GAN-based approaches. Text generation systems are evaluated either through human ratings or automatic evaluation metrics like METEOR, ROUGE, and BLEU.

Papers

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Showing 4401–4425 of 5335 papers

Title	Date	Tasks	Status
A Master-Apprentice Approach to Automatic Creation of Culturally Satirical Movie Titles	Nov 1, 2018	NMTText Generation	—Unverified
Automatic Opinion Question Generation	Nov 1, 2018	Community Question AnsweringQuestion Answering	CodeCode Available
Neural sentence generation from formal semantics	Nov 1, 2018	Machine TranslationNatural Language Inference	—Unverified
Comprehension Driven Document Planning in Natural Language Generation Systems	Nov 1, 2018	Text Generation	—Unverified
Japanese Advertising Slogan Generator using Case Frame and Word Vector	Nov 1, 2018	Machine TranslationSentence	—Unverified
Designing and testing the messages produced by a virtual dietitian	Nov 1, 2018	Data-to-Text GenerationManagement	—Unverified
Proceedings of the 11th International Conference on Natural Language Generation	Nov 1, 2018	Text Generation	—Unverified
Automated learning of templates for data-to-text generation: comparing rule-based, statistical and neural methods	Nov 1, 2018	Data-to-Text GenerationMachine Translation	CodeCode Available
Statistical NLG for Generating the Content and Form of Referring Expressions	Nov 1, 2018	AttributeForm	—Unverified
Adding the Third Dimension to Spatial Relation Detection in 2D Images	Nov 1, 2018	Image DescriptionObject	—Unverified
Content Aware Source Code Change Description Generation	Nov 1, 2018	Machine TranslationText Generation	—Unverified
Automatically Generating Questions about Novel Metaphors in Literature	Nov 1, 2018	Text Generation	—Unverified
Underspecified Universal Dependency Structures as Inputs for Multilingual Surface Realisation	Nov 1, 2018	Natural Language UnderstandingText Generation	—Unverified
Towards making NLG a voice for interpretable Machine Learning	Nov 1, 2018	BIG-bench Machine LearningInterpretable Machine Learning	—Unverified
Syntactic Manipulation for Generating more Diverse and Interesting Texts	Nov 1, 2018	Text Generation	CodeCode Available
Stylistically User-Specific Generation	Nov 1, 2018	Machine TranslationResponse Generation	—Unverified
Generation of Company descriptions using concept-to-text and text-to-text deep models: dataset collection and systems evaluation	Nov 1, 2018	Text Generation	—Unverified
Explainable Autonomy: A Study of Explanation Styles for Building Clear Mental Models	Nov 1, 2018	Text Generation	—Unverified
Treat the system like a human student: Automatic naturalness evaluation of generated text without reference texts	Nov 1, 2018	Image CaptioningMachine Translation	—Unverified
Multi-Language Surface Realisation as REST API based NLG Microservice	Nov 1, 2018	ChatbotText Generation	—Unverified
End-to-end Image Captioning Exploits Distributional Similarity in Multimodal Space	Nov 1, 2018	Image CaptioningText Generation	CodeCode Available
Ontology-Based Retrieval \& Neural Approaches for BioASQ Ideal Answer Generation	Nov 1, 2018	Abstractive Text SummarizationAnswer Generation	—Unverified
Unsupervised Token-wise Alignment to Improve Interpretation of Encoder-Decoder Models	Nov 1, 2018	DecoderMachine Translation	—Unverified
Data2Text Studio: Automated Text Generation from Structured Data	Nov 1, 2018	Data-to-Text GenerationText Generation	—Unverified
Towards Coherent and Cohesive Long-form Text Generation	Nov 1, 2018	FormLanguage Modeling	—Unverified

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All datasets DART COCO Captions EMNLP2017 WMT ReDial CommonGen ROCStories Chinese Poems Czech restaurant information OpenWebText SciQ Yahoo Questions ADGEN

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	T5B Baseline	BLEU	48.74	—	Unverified
2	FactT5B	BLEU	48.37	—	Unverified
3	JointGT Baseline	BLEU	47.51	—	Unverified
4	FactJointGT	BLEU	47.39	—	Unverified
5	Control Prefixes (T5-large)	METEOR	0.41	—	Unverified
6	T5	METEOR	0.12	—	Unverified
7	BART	METEOR	0.11	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LeakGAN	BLEU-2	0.95	—	Unverified
2	partGAN	BLEU-2	0.91	—	Unverified
3	RankGAN	BLEU-2	0.85	—	Unverified
4	RelGAN (100)	BLEU-2	0.85	—	Unverified
5	SeqGAN	BLEU-2	0.83	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LeakGAN	BLEU-2	0.96	—	Unverified
2	PPOGAN	BLEU-2	0.91	—	Unverified
3	RelGAN	BLEU-2	0.88	—	Unverified
4	SeqGAN	BLEU-2	0.86	—	Unverified
5	RankGAN	BLEU-2	0.78	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UniCRS	Distinct-3	0.65	—	Unverified
2	CRFR	Distinct-3	0.52	—	Unverified
3	KGSF	Distinct-3	0.43	—	Unverified
4	C2CRS	Distinct-3	0.33	—	Unverified
5	KBRD	Distinct-3	0.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UniLM	CIDEr	14.92	—	Unverified
2	BART (TextBox 2.0)	CIDEr	12.98	—	Unverified
3	BART	METEOR	0.3	—	Unverified
4	T5	METEOR	0.29	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Beam search + A*esque (beam)	BLEU-1	34.4	—	Unverified
2	Beam search + A*esque (sample)	BLEU-1	34.4	—	Unverified
3	Beam search + A*esque (greedy)	BLEU-1	34.3	—	Unverified
4	Beam search	BLEU-1	33.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RankGAN	BLEU-2	0.81	—	Unverified
2	SeqGAN	BLEU-2	0.74	—	Unverified
3	LeakGAN	BLEU-2	0.46	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TGen++	METEOR	0.17	—	Unverified
2	TGen	METEOR	0.15	—	Unverified
3	TGen+	METEOR	0.15	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GPT2-124M	eval_loss	3.12	—	Unverified
2	GPT2-81M-LOOP	eval_loss	3.11	—	Unverified
3	GPT2-Hermite	eval_loss	2.91	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LLaMA-65B+CFG (zero-shot)	Accuracy	96.6	—	Unverified
2	LLaMA-30B+CFG (zero-shot)	Accuracy	96.4	—	Unverified
3	LLaMA-13B+CFG (zero-shot)	Accuracy	95.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CNN-VAE	NLL	332.1	—	Unverified
2	SA-VAE	NLL	327.5	—	Unverified
3	Aggressive VAE	NLL	326.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BART (TextBox 2.0)	BLEU-4	10.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	STWGAN-GP	BLEU-3	0.62	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PALM	ROUGE-L	41.41	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BART (TextBox 2.0)	ROUGE-L	64.34	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AEM+Attention	BLEU-1	14.17	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GPT-4	ASR	65.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BART (TextBox 2.0)	ROUGE-L	42.96	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Graph2Seq	BLEU	22	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	WGANGP + DGflow	JS-4	0.19	—	Unverified