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 5026–5050 of 5335 papers

Title	Date	Tasks	Status
Fùxì: A Benchmark for Evaluating Language Models on Ancient Chinese Text Understanding and Generation	Mar 20, 2025	Multiple-choiceText Generation	CodeCode Available
One-Shot Sensitivity-Aware Mixed Sparsity Pruning for Large Language Models	Oct 14, 2023	QuantizationSensitivity	CodeCode Available
FreeCtrl: Constructing Control Centers with Feedforward Layers for Learning-Free Controllable Text Generation	Jun 14, 2024	AttributeText Generation	CodeCode Available
The autoregressive neural network architecture of the Boltzmann distribution of pairwise interacting spins systems	Feb 16, 2023	Text Generation	CodeCode Available
Bridging LLM-Generated Code and Requirements: Reverse Generation technique and SBC Metric for Developer Insights	Feb 11, 2025	Code GenerationSemantic Similarity	CodeCode Available
Frame Representation Hypothesis: Multi-Token LLM Interpretability and Concept-Guided Text Generation	Dec 10, 2024	Text Generation	CodeCode Available
Self-training with Two-phase Self-augmentation for Few-shot Dialogue Generation	May 19, 2022	Dialogue GenerationLanguage Modelling	CodeCode Available
Attend, Memorize and Generate: Towards Faithful Table-to-Text Generation in Few Shots	Mar 1, 2022	Table-to-Text GenerationText Generation	CodeCode Available
FlexRound: Learnable Rounding based on Element-wise Division for Post-Training Quantization	Jun 1, 2023	image-classificationImage Classification	CodeCode Available
B2T Connection: Serving Stability and Performance in Deep Transformers	Jun 1, 2022	Text Generation	CodeCode Available
Online Back-Parsing for AMR-to-Text Generation	Oct 9, 2020	AMR-to-Text GenerationData-to-Text Generation	CodeCode Available
Decoding Decoded: Understanding Hyperparameter Effects in Open-Ended Text Generation	Oct 8, 2024	Text Generation	CodeCode Available
Flexibly-Structured Model for Task-Oriented Dialogues	Aug 6, 2019	Decodermodel	CodeCode Available
On Variational Learning of Controllable Representations for Text without Supervision	May 28, 2019	Style TransferText Generation	CodeCode Available
Enhancing Text Generation with Cooperative Training	Mar 16, 2023	MRPCQQP	CodeCode Available
Decoding at the Speed of Thought: Harnessing Parallel Decoding of Lexical Units for LLMs	May 24, 2024	Code GenerationLanguage Modeling	CodeCode Available
Adversarial Feature Matching for Text Generation	Jun 12, 2017	Generative Adversarial NetworkText Generation	CodeCode Available
Dispersed Exponential Family Mixture VAEs for Interpretable Text Generation	Jun 16, 2019	Language ModellingText Generation	CodeCode Available
Unsupervised Discrete Sentence Representation Learning for Interpretable Neural Dialog Generation	Apr 22, 2018	DecoderDialogue Generation	CodeCode Available
First Order Generative Adversarial Networks	Feb 13, 2018	Image GenerationText Generation	CodeCode Available
Toward Unified Controllable Text Generation via Regular Expression Instruction	Sep 19, 2023	In-Context LearningText Generation	CodeCode Available
Debiasing Pre-Trained Language Models via Efficient Fine-Tuning	May 1, 2022	Language ModelingLanguage Modelling	CodeCode Available
On Subjective Uncertainty Quantification and Calibration in Natural Language Generation	Jun 7, 2024	In-Context LearningMachine Translation	CodeCode Available
Self-Supervised Image-to-Text and Text-to-Image Synthesis	Dec 9, 2021	Image GenerationImage to text	CodeCode Available
On the Algorithmic Bias of Aligning Large Language Models with RLHF: Preference Collapse and Matching Regularization	May 26, 2024	Decision MakingText Generation	CodeCode Available

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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