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 4101–4125 of 5335 papers

Title	Date	Tasks	Status
Template-free Data-to-Text Generation of Finnish Sports News	Oct 4, 2019	ArticlesData-to-Text Generation	CodeCode Available
Tree-Structured Semantic Encoder with Knowledge Sharing for Domain Adaptation in Natural Language Generation	Oct 2, 2019	DecoderDomain Adaptation	—Unverified
Clinical Text Generation through Leveraging Medical Concept and Relations	Oct 2, 2019	Text Generation	—Unverified
Low Level Linguistic Controls for Style Transfer and Content Preservation	Oct 1, 2019	DecoderStyle Transfer	—Unverified
The use of rating and Likert scales in Natural Language Generation human evaluation tasks: A review and some recommendations	Oct 1, 2019	nlg evaluationText Generation	—Unverified
Generation of Hip-Hop Lyrics with Hierarchical Modeling and Conditional Templates	Oct 1, 2019	Language ModelingLanguage Modelling	—Unverified
A Closer Look at Recent Results of Verb Selection for Data-to-Text NLG	Oct 1, 2019	Data-to-Text GenerationText Generation	—Unverified
Generating Quantified Descriptions of Abstract Visual Scenes	Oct 1, 2019	PositionText Generation	—Unverified
Generating Text from Anonymised Structures	Oct 1, 2019	Text Generation	—Unverified
Using NLG for speech synthesis of mathematical sentences	Oct 1, 2019	SentenceSpeech Synthesis	—Unverified
Proceedings of the 12th International Conference on Natural Language Generation	Oct 1, 2019	Text Generation	—Unverified
BERT for Question Generation	Oct 1, 2019	Language ModelingLanguage Modelling	—Unverified
An Encoder with non-Sequential Dependency for Neural Data-to-Text Generation	Oct 1, 2019	Data-to-Text GenerationText Generation	—Unverified
An NLG System for Constituent Correspondence: Personality, Affect, and Alignment	Oct 1, 2019	Text Generation	—Unverified
Best practices for the human evaluation of automatically generated text	Oct 1, 2019	Text Generation	—Unverified
QTUNA: A Corpus for Understanding How Speakers Use Quantification	Oct 1, 2019	Text Generation	CodeCode Available
What goes into a word: generating image descriptions with top-down spatial knowledge	Oct 1, 2019	DecoderLanguage Modeling	—Unverified
Procedural Text Generation from a Photo Sequence	Oct 1, 2019	Text Generation	—Unverified
Hotel Scribe: Generating High Variation Hotel Descriptions	Oct 1, 2019	Text GenerationVocal Bursts Intensity Prediction	—Unverified
Read, Attend and Comment: A Deep Architecture for Automatic NewsComment Generation	Oct 1, 2019	Comment GenerationText Generation	—Unverified
TMLab: Generative Enhanced Model (GEM) for adversarial attacks	Oct 1, 2019	ArticlesLanguage Modeling	—Unverified
On the Importance of the Kullback-Leibler Divergence Term in Variational Autoencoders for Text Generation	Sep 30, 2019	Text Generation	CodeCode Available
A Dynamic Strategy Coach for Effective Negotiation	Sep 30, 2019	Decision MakingText Generation	—Unverified
Semi-Supervised Neural Text Generation by Joint Learning of Natural Language Generation and Natural Language Understanding Models	Sep 29, 2019	Natural Language UnderstandingText Generation	—Unverified
The Detection of Distributional Discrepancy for Text Generation	Sep 28, 2019	Language ModelingLanguage Modelling	—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