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 2476–2500 of 5335 papers

Title	Date	Tasks	Status
Improve Diverse Text Generation by Self Labeling Conditional Variational Auto Encoder	Mar 26, 2019	DecoderDiversity	—Unverified
Improved Natural Language Generation via Loss Truncation	Apr 30, 2020	Text Generation	—Unverified
Improved Training of Mixture-of-Experts Language GANs	Feb 23, 2023	Adversarial TextImage Generation	—Unverified
Improved Unbiased Watermark for Large Language Models	Feb 16, 2025	Language ModelingLanguage Modelling	—Unverified
Conditional Text Generation for Harmonious Human-Machine Interaction	Sep 8, 2019	Conditional Text GenerationText Generation	—Unverified
Hierarchical Implicit Models and Likelihood-Free Variational Inference	Feb 28, 2017	Generative Adversarial NetworkText Generation	—Unverified
Improvement in Machine Translation with Generative Adversarial Networks	Nov 30, 2021	Generative Adversarial NetworkMachine Translation	—Unverified
Improving Abstraction in Text Summarization	Aug 23, 2018	Abstractive Text SummarizationDecoder	—Unverified
Improving Abstractive Summarization with Commonsense Knowledge	Sep 1, 2021	Abstractive Text SummarizationText Generation	—Unverified
Hierarchical Contextual Manifold Alignment for Structuring Latent Representations in Large Language Models	Feb 6, 2025	Adversarial RobustnessComputational Efficiency	—Unverified
Improving Adversarial Text Generation with n-Gram Matching	Nov 1, 2021	Adversarial TextText Generation	—Unverified
Improving Attributed Text Generation of Large Language Models via Preference Learning	Mar 27, 2024	MisinformationRetrieval	—Unverified
Improving Autoregressive Training with Dynamic Oracles	Jun 13, 2024	Machine Translationnamed-entity-recognition	—Unverified
Inner-Probe: Discovering Copyright-related Data Generation in LLM Architecture	Oct 6, 2024	Contrastive LearningPrompt Engineering	—Unverified
A Disease Labeler for Chinese Chest X-Ray Report Generation	Mar 18, 2024	DiagnosticMedical Image Analysis	—Unverified
Intertwining CP and NLP: The Generation of Unreasonably Constrained Sentences	Jun 15, 2024	Combinatorial OptimizationLanguage Modelling	—Unverified
Improving Compositional Generalization with Self-Training for Data-to-Text Generation	Oct 16, 2021	Data-to-Text GenerationText Generation	—Unverified
Improving Compositional Generalization with Self-Training for Data-to-Text Generation	Nov 16, 2021	Data-to-Text GenerationText Generation	—Unverified
Improving Controllable Text Generation with Position-Aware Weighted Decoding	Nov 16, 2021	AttributeLanguage Modeling	—Unverified
Automatically Generating Rhythmic Verse with Neural Networks	Jul 1, 2017	Language ModelingLanguage Modelling	—Unverified
Interactive Text Generation	Mar 2, 2023	Image GenerationImitation Learning	—Unverified
``Hidden semantics'': what can we learn from the names in an ontology?	May 1, 2012	Text Generation	—Unverified
Improving Disentangled Text Representation Learning with Information-Theoretic Guidance	Jun 1, 2020	Conditional Text GenerationRepresentation Learning	—Unverified
Heterogeneous Graph Transformer for Graph-to-Sequence Learning	Jul 1, 2020	AMR-to-Text GenerationGraph-to-Sequence	—Unverified
Co-PoeTryMe: a Co-Creative Interface for the Composition of Poetry	Sep 1, 2017	Text Generation	—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