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 1126–1150 of 5335 papers

Title	Date	Tasks	Status	Score
Memorization of Named Entities in Fine-tuned BERT Models	Dec 7, 2022	MemorizationPrivacy Preserving	CodeCode Available	5
A Semi-Supervised Approach for Low-Resourced Text Generation	Jun 3, 2019	DecoderDenoising	CodeCode Available	5
Layer or Representation Space: What makes BERT-based Evaluation Metrics Robust?	Sep 6, 2022	Text GenerationWord Embeddings	CodeCode Available	5
Large Language Models in Computer Science Education: A Systematic Literature Review	Oct 21, 2024	Code GenerationSystematic Literature Review	CodeCode Available	5
On the Usefulness of Embeddings, Clusters and Strings for Text Generator Evaluation	May 31, 2022	Language ModellingText Generation	CodeCode Available	5
A Study of Automatic Metrics for the Evaluation of Natural Language Explanations	Mar 15, 2021	nlg evaluationText Generation	CodeCode Available	5
Large Language Models Engineer Too Many Simple Features For Tabular Data	Oct 23, 2024	Feature EngineeringText Generation	CodeCode Available	5
CLSEG: Contrastive Learning of Story Ending Generation	Feb 18, 2022	Contrastive LearningText Generation	CodeCode Available	5
CLSE: Corpus of Linguistically Significant Entities	Nov 4, 2022	nlg evaluationText Generation	CodeCode Available	5
Large Language Models as Sous Chefs: Revising Recipes with GPT-3	Jun 24, 2023	Text Generation	CodeCode Available	5
Language Model Sentence Completion with a Parser-Driven Rhetorical Control Method	Feb 9, 2024	Language ModelingLanguage Modelling	CodeCode Available	5
Language Models can Evaluate Themselves via Probability Discrepancy	May 17, 2024	Text Generation	CodeCode Available	5
Clinically Accurate Chest X-Ray Report Generation	Apr 4, 2019	Reinforcement LearningText Generation	CodeCode Available	5
Language Generation with Recurrent Generative Adversarial Networks without Pre-training	Jun 5, 2017	Text Generation	CodeCode Available	5
Language GANs Falling Short	Nov 6, 2018	DiversityText Generation	CodeCode Available	5
Language Detoxification with Attribute-Discriminative Latent Space	Oct 19, 2022	AttributeDialogue Generation	CodeCode Available	5
Lagging Inference Networks and Posterior Collapse in Variational Autoencoders	Jan 16, 2019	Text Generation	CodeCode Available	5
Language Generation via Combinatorial Constraint Satisfaction: A Tree Search Enhanced Monte-Carlo Approach	Nov 24, 2020	Language ModelingLanguage Modelling	CodeCode Available	5
A Hybrid Retrieval-Generation Neural Conversation Model	Apr 19, 2019	Diversitymodel	CodeCode Available	5
Assessing Human Editing Effort on LLM-Generated Texts via Compression-Based Edit Distance	Dec 23, 2024	Computational EfficiencyText Compression	CodeCode Available	5
Adaptive Compression of the Latent Space in Variational Autoencoders	Dec 11, 2023	Text Generation	CodeCode Available	5
Classification of telicity using cross-linguistic annotation projection	Sep 1, 2017	ClassificationGeneral Classification	CodeCode Available	5
KnowledgeSG: Privacy-Preserving Synthetic Text Generation with Knowledge Distillation from Server	Oct 8, 2024	Federated LearningKnowledge Distillation	CodeCode Available	5
Large Scale Multi-Lingual Multi-Modal Summarization Dataset	Feb 13, 2023	ArticlesDecoder	CodeCode Available	5
CiteBench: A benchmark for Scientific Citation Text Generation	Dec 19, 2022	Text Generation	CodeCode Available	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