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 101–125 of 5335 papers

Title	Date	Tasks	Status	Hype	Score
In-Context Retrieval-Augmented Language Models	Jan 31, 2023	Language ModelingLanguage Modelling	CodeCode Available	2	5
Adaptable Logical Control for Large Language Models	Jun 19, 2024	MathText Generation	CodeCode Available	2	5
GlyphControl: Glyph Conditional Control for Visual Text Generation	May 29, 2023	Optical Character Recognition (OCR)Text Generation	CodeCode Available	2	5
From Pixels to Graphs: Open-Vocabulary Scene Graph Generation with Vision-Language Models	Apr 1, 2024	Graph GenerationImage to text	CodeCode Available	2	5
Hardware-Aware Parallel Prompt Decoding for Memory-Efficient Acceleration of LLM Inference	May 28, 2024	GPUText Generation	CodeCode Available	2	5
Generative Pretrained Structured Transformers: Unsupervised Syntactic Language Models at Scale	Mar 13, 2024	Constituency Grammar InductionLanguage Modeling	CodeCode Available	2	5
GPT-NER: Named Entity Recognition via Large Language Models	Apr 20, 2023	Hallucinationnamed-entity-recognition	CodeCode Available	2	5
HyperSteer: Activation Steering at Scale with Hypernetworks	Jun 3, 2025	Dictionary LearningText Generation	CodeCode Available	2	5
BatGPT: A Bidirectional Autoregessive Talker from Generative Pre-trained Transformer	Jul 1, 2023	Language ModelingLanguage Modelling	CodeCode Available	2	5
BayLing: Bridging Cross-lingual Alignment and Instruction Following through Interactive Translation for Large Language Models	Jun 19, 2023	Instruction FollowingText Generation	CodeCode Available	2	5
A Judge-free LLM Open-ended Generation Benchmark Based on the Distributional Hypothesis	Feb 13, 2025	Text Generation	CodeCode Available	2	5
Few-Shot Text Generation with Pattern-Exploiting Training	Dec 22, 2020	Headline Generationtext-classification	CodeCode Available	2	5
Intelligent Artistic Typography: A Comprehensive Review of Artistic Text Design and Generation	Jul 20, 2024	Text Generation	CodeCode Available	2	5
Keyformer: KV Cache Reduction through Key Tokens Selection for Efficient Generative Inference	Mar 14, 2024	Text Generation	CodeCode Available	2	5
Benchmarking Uncertainty Quantification Methods for Large Language Models with LM-Polygraph	Jun 21, 2024	BenchmarkingText Generation	CodeCode Available	2	5
KoSBi: A Dataset for Mitigating Social Bias Risks Towards Safer Large Language Model Application	May 28, 2023	Language ModelingLanguage Modelling	CodeCode Available	2	5
Language Models Can See: Plugging Visual Controls in Text Generation	May 5, 2022	Image CaptioningImage-text matching	CodeCode Available	2	5
Language Models can Self-Lengthen to Generate Long Texts	Oct 31, 2024	Text Generation	CodeCode Available	2	5
Fine-Grained Human Feedback Gives Better Rewards for Language Model Training	Jun 2, 2023	Language ModelingLanguage Modelling	CodeCode Available	2	5
GPTScore: Evaluate as You Desire	Feb 8, 2023	Text Generation	CodeCode Available	2	5
InfiniGen: Efficient Generative Inference of Large Language Models with Dynamic KV Cache Management	Jun 28, 2024	ManagementText Generation	CodeCode Available	2	5
LoftQ: LoRA-Fine-Tuning-Aware Quantization for Large Language Models	Oct 12, 2023	Natural Language UnderstandingQuantization	CodeCode Available	2	5
A Contrastive Framework for Neural Text Generation	Feb 13, 2022	DiversityText Generation	CodeCode Available	2	5
Evolutionary Computation in the Era of Large Language Model: Survey and Roadmap	Jan 18, 2024	Code GenerationEvolutionary Algorithms	CodeCode Available	2	5
eVAE: Evolutionary Variational Autoencoder	Jan 1, 2023	DisentanglementImage Generation	CodeCode Available	2	5

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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