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 76–100 of 5335 papers

Title	Date	Tasks	Status	Hype	Score
LLM-Pruner: On the Structural Pruning of Large Language Models	May 19, 2023	Text Generationzero-shot-classification	CodeCode Available	3	5
Benchmarking Large Language Models on CFLUE -- A Chinese Financial Language Understanding Evaluation Dataset	May 17, 2024	16kBenchmarking	CodeCode Available	3	5
Bird-Eye Transformers for Text Generation Models	Oct 8, 2022	AttributeInductive Bias	CodeCode Available	3	5
Controllable Text Generation for Large Language Models: A Survey	Aug 22, 2024	AttributePrompt Engineering	CodeCode Available	3	5
Long-Context Autoregressive Video Modeling with Next-Frame Prediction	Mar 25, 2025	Text GenerationVideo Generation	CodeCode Available	3	5
HyperSteer: Activation Steering at Scale with Hypernetworks	Jun 3, 2025	Dictionary LearningText Generation	CodeCode Available	2	5
HelloBench: Evaluating Long Text Generation Capabilities of Large Language Models	Sep 24, 2024	Long-Context UnderstandingText Generation	CodeCode Available	2	5
Harmonizing Visual Text Comprehension and Generation	Jul 23, 2024	multimodal generationReading Comprehension	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
Improving Factuality and Reasoning in Language Models through Multiagent Debate	May 23, 2023	Few-Shot LearningLanguage Modeling	CodeCode Available	2	5
HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding	Mar 1, 2024	HallucinationObject	CodeCode Available	2	5
GPTScore: Evaluate as You Desire	Feb 8, 2023	Text Generation	CodeCode Available	2	5
GPT-NER: Named Entity Recognition via Large Language Models	Apr 20, 2023	Hallucinationnamed-entity-recognition	CodeCode Available	2	5
Grounding Language Models to Images for Multimodal Inputs and Outputs	Jan 31, 2023	Image RetrievalIn-Context Learning	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
In-Context Editing: Learning Knowledge from Self-Induced Distributions	Jun 17, 2024	Image EditingIn-Context Learning	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
Generative Pretrained Structured Transformers: Unsupervised Syntactic Language Models at Scale	Mar 13, 2024	Constituency Grammar InductionLanguage Modeling	CodeCode Available	2	5
AutoPatent: A Multi-Agent Framework for Automatic Patent Generation	Dec 13, 2024	Text Generation	CodeCode Available	2	5
Few-Shot Text Generation with Pattern-Exploiting Training	Dec 22, 2020	Headline Generationtext-classification	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
Expressive Text-to-Image Generation with Rich Text	Apr 13, 2023	Image GenerationText 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
FActScore: Fine-grained Atomic Evaluation of Factual Precision in Long Form Text Generation	May 23, 2023	FormLanguage Modelling	CodeCode Available	2	5
Evaluating Morphological Compositional Generalization in Large Language Models	Oct 16, 2024	Text 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