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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 4826–4850 of 5335 papers

Title	Date	Tasks	Status	Hype
Piecewise Latent Variables for Neural Variational Text Processing	Dec 1, 2016	Text GenerationVariational Inference	CodeCode Available	0
Context-aware Natural Language Generation with Recurrent Neural Networks	Nov 29, 2016	Text Generation	CodeCode Available	0
Joint Copying and Restricted Generation for Paraphrase	Nov 28, 2016	Abstractive Text SummarizationDecoder	—Unverified	0
Stylistic Transfer in Natural Language Generation Systems Using Recurrent Neural Networks	Nov 1, 2016	Machine TranslationText Generation	—Unverified	0
Using Language Groundings for Context-Sensitive Text Prediction	Nov 1, 2016	Language ModelingLanguage Modelling	—Unverified	0
Analyzing Linguistic Knowledge in Sequential Model of Sentence	Nov 1, 2016	Language ModelingLanguage Modelling	—Unverified	0
Globally Coherent Text Generation with Neural Checklist Models	Nov 1, 2016	Language ModelingLanguage Modelling	—Unverified	0
Neural Headline Generation on Abstract Meaning Representation	Nov 1, 2016	Abstract Meaning RepresentationDependency Parsing	—Unverified	0
Content Selection in Data-to-Text Systems: A Survey	Oct 26, 2016	Data-to-Text GenerationSurvey	—Unverified	0
A Theme-Rewriting Approach for Generating Algebra Word Problems	Oct 19, 2016	MathText Generation	—Unverified	0
End-to-end Concept Word Detection for Video Captioning, Retrieval, and Question Answering	Oct 10, 2016	Language ModelingLanguage Modelling	—Unverified	0
Diverse Beam Search: Decoding Diverse Solutions from Neural Sequence Models	Oct 7, 2016	DiversityImage Captioning	CodeCode Available	1
AMR-to-text generation as a Traveling Salesman Problem	Sep 23, 2016	AMR-to-Text GenerationText Generation	—Unverified	0
Generating Abstractive Summaries from Meeting Transcripts	Sep 22, 2016	Document SummarizationSentence	—Unverified	0
SeqGAN: Sequence Generative Adversarial Nets with Policy Gradient	Sep 18, 2016	Reinforcement LearningReinforcement Learning (RL)	CodeCode Available	0
Proceedings of the 9th International Natural Language Generation conference	Sep 1, 2016	Text Generation	—Unverified	0
Task demands and individual variation in referring expressions	Sep 1, 2016	Text Generation	—Unverified	0
The WebNLG Challenge: Generating Text from DBPedia Data	Sep 1, 2016	Text Generation	—Unverified	0
Tense and Aspect in Runyankore Using a Context-Free Grammar	Sep 1, 2016	Text Generation	—Unverified	0
Challenges of Argument Mining: Generating an Argument Synthesis based on the Qualia Structure	Sep 1, 2016	Abstract ArgumentationArgument Mining	—Unverified	0
Designing Algorithms for Referring with Proper Names	Sep 1, 2016	Text Generation	—Unverified	0
Improving Fluency in Narrative Text Generation With Grammatical Transformations and Probabilistic Parsing	Sep 1, 2016	Text Generation	CodeCode Available	0
Enabling text readability awareness during the micro planning phase of NLG applications	Sep 1, 2016	Language ModelingLanguage Modelling	—Unverified	0
Assembling Narratives with Associative Threads	Sep 1, 2016	Text Generation	—Unverified	0
Generating summaries of hospitalizations: A new metric to assess the complexity of medical terms and their definitions	Sep 1, 2016	Text Generation	—Unverified	0

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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