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 4226–4250 of 5335 papers

Title	Date	Tasks	Status
ER-AE: Differentially Private Text Generation for Authorship Anonymization	Jul 20, 2019	Privacy PreservingText Generation	CodeCode Available
WriterForcing: Generating more interesting story endings	Jul 18, 2019	Text Generation	CodeCode Available
Myers-Briggs Personality Classification and Personality-Specific Language Generation Using Pre-trained Language Models	Jul 15, 2019	General ClassificationText Generation	—Unverified
Generating Sentences from Disentangled Syntactic and Semantic Spaces	Jul 6, 2019	Paraphrase GenerationText Generation	CodeCode Available
On the Weaknesses of Reinforcement Learning for Neural Machine Translation	Jul 3, 2019	Machine Translationreinforcement-learning	—Unverified
Storyboarding of Recipes: Grounded Contextual Generation	Jul 1, 2019	DecoderText Generation	—Unverified
Keep Meeting Summaries on Topic: Abstractive Multi-Modal Meeting Summarization	Jul 1, 2019	ArticlesMeeting Summarization	—Unverified
A Simple Recipe towards Reducing Hallucination in Neural Surface Realisation	Jul 1, 2019	HallucinationText Generation	—Unverified
Keeping Notes: Conditional Natural Language Generation with a Scratchpad Encoder	Jul 1, 2019	DecoderMachine Translation	—Unverified
Asking the Crowd: Question Analysis, Evaluation and Generation for Open Discussion on Online Forums	Jul 1, 2019	Text Generation	CodeCode Available
Large-Scale Transfer Learning for Natural Language Generation	Jul 1, 2019	Open-Domain DialogText Generation	CodeCode Available
Natural Language Generation: Recently Learned Lessons, Directions for Semantic Representation-based Approaches, and the Case of Brazilian Portuguese Language	Jul 1, 2019	Abstract Meaning RepresentationText Generation	—Unverified
Learning to Control the Fine-grained Sentiment for Story Ending Generation	Jul 1, 2019	DecoderText Generation	—Unverified
Adversarial Domain Adaptation Using Artificial Titles for Abstractive Title Generation	Jul 1, 2019	Abstractive Text SummarizationArticles	—Unverified
Generalized Tuning of Distributional Word Vectors for Monolingual and Cross-Lingual Lexical Entailment	Jul 1, 2019	Lexical EntailmentRelation	CodeCode Available
Patent Claim Generation by Fine-Tuning OpenAI GPT-2	Jul 1, 2019	Text Generation	—Unverified
Pay Attention when you Pay the Bills. A Multilingual Corpus with Dependency-based and Semantic Annotation of Collocations.	Jul 1, 2019	Natural Language UnderstandingText Generation	—Unverified
Automatic Grammatical Error Correction for Sequence-to-sequence Text Generation: An Empirical Study	Jul 1, 2019	Formality Style TransferGrammatical Error Correction	—Unverified
Evaluating Computational Language Models with Scaling Properties of Natural Language	Jun 22, 2019	Text Generation	—Unverified
Dispersed Exponential Family Mixture VAEs for Interpretable Text Generation	Jun 16, 2019	Language ModellingText Generation	CodeCode Available
Automatic Conditional Generation of Personalized Social Media Short Texts	Jun 15, 2019	Dialogue GenerationLanguage Modeling	—Unverified
Keeping Notes: Conditional Natural Language Generation with a Scratchpad Mechanism	Jun 12, 2019	DecoderMachine Translation	CodeCode Available
Generating Long and Informative Reviews with Aspect-Aware Coarse-to-Fine Decoding	Jun 11, 2019	DecoderReview Generation	CodeCode Available
GLTR: Statistical Detection and Visualization of Generated Text	Jun 10, 2019	Human DetectionText Generation	CodeCode Available
Real or Fake? Learning to Discriminate Machine from Human Generated Text	Jun 7, 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