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 4351–4375 of 5335 papers

Title	Date	Tasks	Status
Position: It's Time to Act on the Risk of Efficient Personalized Text Generation	Feb 10, 2025	PositionText Detection	—Unverified
POS-Tag Based Poetry Generation with WordNet	Aug 1, 2013	POSSpeech Synthesis	—Unverified
Post-edit Analysis of Collective Biography Generation	Feb 20, 2017	Text Generation	—Unverified
Power Norm Based Lifelong Learning for Paraphrase Generations	Nov 16, 2021	Continual LearningLifelong learning	—Unverified
PPC-GPT: Federated Task-Specific Compression of Large Language Models via Pruning and Chain-of-Thought Distillation	Feb 21, 2025	Knowledge DistillationPrivacy Preserving	—Unverified
PPDB 2.0: Better paraphrase ranking, fine-grained entailment relations, word embeddings, and style classification	Jul 1, 2015	General ClassificationNatural Language Inference	—Unverified
PPLM Revisited: Steering and Beaming a Lumbering Mammoth to Control Text Generation	Jan 17, 2022	Language ModelingLanguage Modelling	—Unverified
PRAL: A Tailored Pre-Training Model for Task-Oriented Dialog Generation	Aug 1, 2021	Knowledge DistillationLanguage Modeling	—Unverified
Precisely the Point: Adversarial Augmentations for Faithful and Informative Text Generation	Oct 22, 2022	InformativenessText Generation	—Unverified
Predictability and Causality in Spanish and English Natural Language Generation	Aug 26, 2024	Causal Language ModelingLanguage Modeling	—Unverified
Predicting Causes of Reformulation in Intelligent Assistants	Jul 13, 2017	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified
Predicting Grammaticality on an Ordinal Scale	Jun 1, 2014	ArticlesAutomated Essay Scoring	—Unverified
Predicting sentential semantic compatibility for aggregation in text-to-text generation	Dec 1, 2016	ClusteringSentence	—Unverified
Predicting the Presence of Discourse Connectives	Oct 1, 2013	Text Generation	—Unverified
Predicting the Resolution of Referring Expressions from User Behavior	Oct 1, 2013	Text Generation	—Unverified
Predicting vs. Acting: A Trade-off Between World Modeling & Agent Modeling	Jul 2, 2024	Text Generation	—Unverified
Preface to Papers for GenChal	May 1, 2012	Text Generation	—Unverified
The Comparative Trap: Pairwise Comparisons Amplifies Biased Preferences of LLM Evaluators	Jun 18, 2024	Instruction FollowingText Generation	—Unverified
Pre-trained Language Model Representations for Language Generation	Mar 22, 2019	Abstractive Text SummarizationLanguage Modeling	—Unverified
Pretrained Language Models for Text Generation: A Survey	May 21, 2021	SurveyText Generation	—Unverified
Pre-training a Transformer-Based Generative Model Using a Small Sepedi Dataset	Jan 25, 2025	Text Generation	—Unverified
Pretraining for Conditional Generation with Pseudo Self Attention	May 21, 2019	Conditional Text GenerationNatural Language Understanding	—Unverified
Preventing posterior collapse in variational autoencoders for text generation via decoder regularization	Oct 28, 2021	DecoderText Generation	—Unverified
Preventing Posterior Collapse with Levenshtein Variational Autoencoder	Apr 30, 2020	SentenceText Generation	—Unverified
Priberam Compressive Summarization Corpus: A New Multi-Document Summarization Corpus for European Portuguese	May 1, 2014	Document SummarizationInformation Retrieval	—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