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 1251–1275 of 5335 papers

Title	Date	Tasks	Status	Score
Calibrating LLM-Based Evaluator	Sep 23, 2023	In-Context LearningLanguage Modeling	CodeCode Available	5
Key Fact as Pivot: A Two-Stage Model for Low Resource Table-to-Text Generation	Aug 8, 2019	DecoderTable-to-Text Generation	CodeCode Available	5
KEST: Kernel Distance Based Efficient Self-Training for Improving Controllable Text Generation	Jun 17, 2023	DiversityLanguage Modeling	CodeCode Available	5
Kernelized Bayesian Softmax for Text Generation	Nov 1, 2019	SentenceText Generation	CodeCode Available	5
Byte-Level Recursive Convolutional Auto-Encoder for Text	Feb 6, 2018	DecoderText Generation	CodeCode Available	5
Arabic Automatic Story Generation with Large Language Models	Jul 10, 2024	Machine TranslationStory Generation	CodeCode Available	5
For Generated Text, Is NLI-Neutral Text the Best Text?	Feb 16, 2023	Natural Language InferenceSentence	CodeCode Available	5
Keyphrase Extraction for N-best Reranking in Multi-Sentence Compression	Jun 1, 2013	Information RetrievalKeyphrase Extraction	CodeCode Available	5
Judge the Judges: A Large-Scale Evaluation Study of Neural Language Models for Online Review Generation	Jan 2, 2019	DiversityReview Generation	CodeCode Available	5
Is neural language acquisition similar to natural? A chronological probing study	Jul 1, 2022	Language AcquisitionNatural Language Understanding	CodeCode Available	5
Is Multilingual BERT Fluent in Language Generation?	Oct 9, 2019	DiagnosticLanguage Modeling	CodeCode Available	5
On the Robustness of Editing Large Language Models	Feb 8, 2024	Model EditingText Generation	CodeCode Available	5
Keeping Notes: Conditional Natural Language Generation with a Scratchpad Mechanism	Jun 12, 2019	DecoderMachine Translation	CodeCode Available	5
Investigating the Robustness of Natural Language Generation from Logical Forms via Counterfactual Samples	Oct 16, 2022	counterfactualLogical Reasoning	CodeCode Available	5
Investigating Wit, Creativity, and Detectability of Large Language Models in Domain-Specific Writing Style Adaptation of Reddit's Showerthoughts	May 2, 2024	Text Generation	CodeCode Available	5
Investigating Strategies for Clause Recommendation	Jan 21, 2023	Text Generation	CodeCode Available	5
IPAD: Inverse Prompt for AI Detection -- A Robust and Explainable LLM-Generated Text Detector	Feb 21, 2025	Text Generation	CodeCode Available	5
A Bias-Variance-Covariance Decomposition of Kernel Scores for Generative Models	Oct 9, 2023	Image GenerationQuestion Answering	CodeCode Available	5
Investigating Linguistic Pattern Ordering in Hierarchical Natural Language Generation	Sep 19, 2018	DecoderSentence	CodeCode Available	5
APPLS: Evaluating Evaluation Metrics for Plain Language Summarization	May 23, 2023	InformativenessLanguage Modelling	CodeCode Available	5
In Tree Structure Should Sentence Be Generated	Jun 20, 2024	SentenceText Generation	CodeCode Available	5
Investigating Metric Diversity for Evaluating Long Document Summarisation	Oct 1, 2022	DiversityText Generation	CodeCode Available	5
IPAD: Iterative, Parallel, and Diffusion-based Network for Scene Text Recognition	Dec 19, 2023	Conditional Text GenerationDecoder	CodeCode Available	5
Integrate the Essence and Eliminate the Dross: Fine-Grained Self-Consistency for Free-Form Language Generation	Jul 2, 2024	Code GenerationForm	CodeCode Available	5
Integrating A.I. in Higher Education: Protocol for a Pilot Study with 'SAMCares: An Adaptive Learning Hub'	May 1, 2024	Information RetrievalLanguage Modelling	CodeCode Available	5

Show:10 25 50

← PrevPage 51 of 214Next →

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