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 1576–1600 of 5335 papers

Title	Date	Tasks	Status	Hype
Brush Your Text: Synthesize Any Scene Text on Images via Diffusion Model	Dec 19, 2023	Image GenerationText Generation	CodeCode Available	1
Instruct-SCTG: Guiding Sequential Controlled Text Generation through Instructions	Dec 19, 2023	ArticlesText Generation	—Unverified	0
Compositional Generalization for Multi-label Text Classification: A Data-Augmentation Approach	Dec 18, 2023	ClassificationData Augmentation	CodeCode Available	1
Delving Deeper Into Astromorphic Transformers	Dec 18, 2023	image-classificationImage Classification	—Unverified	0
Cross-Domain Robustness of Transformer-based Keyphrase Generation	Dec 17, 2023	Abstractive Text SummarizationKeyphrase Extraction	—Unverified	0
CoAScore: Chain-of-Aspects Prompting for NLG Evaluation	Dec 16, 2023	nlg evaluationResponse Generation	—Unverified	0
Extending Context Window of Large Language Models via Semantic Compression	Dec 15, 2023	Few-Shot LearningInformation Retrieval	CodeCode Available	1
LLaMAntino: LLaMA 2 Models for Effective Text Generation in Italian Language	Dec 15, 2023	Language ModellingLarge Language Model	—Unverified	0
Exploring Automatic Text Simplification of German Narrative Documents	Dec 15, 2023	Text GenerationText Simplification	CodeCode Available	0
Fast Sampling via Discrete Non-Markov Diffusion Models with Predetermined Transition Time	Dec 14, 2023	Image GenerationMachine Translation	CodeCode Available	0
Towards Verifiable Text Generation with Evolving Memory and Self-Reflection	Dec 14, 2023	HallucinationRetrieval	—Unverified	0
ToViLaG: Your Visual-Language Generative Model is Also An Evildoer	Dec 13, 2023	Text Generation	CodeCode Available	1
A Survey of Text Watermarking in the Era of Large Language Models	Dec 13, 2023	Dialogue GenerationSurvey	—Unverified	0
Vista-LLaMA: Reliable Video Narrator via Equal Distance to Visual Tokens	Dec 12, 2023	HallucinationPosition	—Unverified	0
Astrocyte-Enabled Advancements in Spiking Neural Networks for Large Language Modeling	Dec 12, 2023	Language ModelingLanguage Modelling	—Unverified	0
Image Content Generation with Causal Reasoning	Dec 12, 2023	Image GenerationQuestion Answering	CodeCode Available	0
GTA: Gated Toxicity Avoidance for LM Performance Preservation	Dec 11, 2023	Language ModelingLanguage Modelling	CodeCode Available	0
Adaptive Compression of the Latent Space in Variational Autoencoders	Dec 11, 2023	Text Generation	CodeCode Available	0
Unlocking Anticipatory Text Generation: A Constrained Approach for Large Language Models Decoding	Dec 11, 2023	Question AnsweringText Generation	CodeCode Available	0
NuScenes-MQA: Integrated Evaluation of Captions and QA for Autonomous Driving Datasets using Markup Annotations	Dec 11, 2023	Autonomous DrivingDescriptive	CodeCode Available	1
Unifying Text, Tables, and Images for Multimodal Question Answering	Dec 10, 2023	Image CaptioningQuestion Answering	CodeCode Available	0
Towards Controlled Table-to-Text Generation with Scientific Reasoning	Dec 8, 2023	Table-to-Text GenerationText Generation	—Unverified	0
How to Determine the Most Powerful Pre-trained Language Model without Brute Force Fine-tuning? An Empirical Survey	Dec 8, 2023	Language ModelingLanguage Modelling	CodeCode Available	0
A Block Metropolis-Hastings Sampler for Controllable Energy-based Text Generation	Dec 7, 2023	Language ModelingLanguage Modelling	—Unverified	0
Prompt Highlighter: Interactive Control for Multi-Modal LLMs	Dec 7, 2023	MMEText Generation	CodeCode Available	1

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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