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 501–525 of 5335 papers

Title	Date	Tasks	Status	Hype
Adaptive Pruning for Large Language Models with Structural Importance Awareness	Dec 19, 2024	Text Generationzero-shot-classification	—Unverified	0
A Survey of RWKV	Dec 19, 2024	Natural Language UnderstandingSurvey	CodeCode Available	1
Movie2Story: A framework for understanding videos and telling stories in the form of novel text	Dec 19, 2024	Dataset GenerationFairness	—Unverified	0
ECG-Byte: A Tokenizer for End-to-End Generative Electrocardiogram Language Modeling	Dec 18, 2024	Language ModelingLanguage Modelling	CodeCode Available	1
Cross-Lingual Transfer of Debiasing and Detoxification in Multilingual LLMs: An Extensive Investigation	Dec 18, 2024	Cross-Lingual TransferText Generation	CodeCode Available	0
Typhoon 2: A Family of Open Text and Multimodal Thai Large Language Models	Dec 18, 2024	document understandingImage Captioning	CodeCode Available	1
LLaVA-UHD v2: an MLLM Integrating High-Resolution Feature Pyramid via Hierarchical Window Transformer	Dec 18, 2024	AttributeText Generation	CodeCode Available	3
Curriculum Learning for Cross-Lingual Data-to-Text Generation With Noisy Data	Dec 18, 2024	Data-to-Text GenerationText Generation	—Unverified	0
Federated Learning and RAG Integration: A Scalable Approach for Medical Large Language Models	Dec 18, 2024	Federated LearningPrivacy Preserving	—Unverified	0
Extending LLMs to New Languages: A Case Study of Llama and Persian Adaptation	Dec 17, 2024	Classificationparameter-efficient fine-tuning	CodeCode Available	0
DnDScore: Decontextualization and Decomposition for Factuality Verification in Long-Form Text Generation	Dec 17, 2024	FormLanguage Modeling	CodeCode Available	0
MOPO: Multi-Objective Prompt Optimization for Affective Text Generation	Dec 17, 2024	Conditional Text GenerationText Generation	—Unverified	0
Unlocking LLMs: Addressing Scarce Data and Bias Challenges in Mental Health	Dec 17, 2024	Text Generation	CodeCode Available	0
The Open Source Advantage in Large Language Models (LLMs)	Dec 16, 2024	Computational EfficiencyMachine Translation	—Unverified	0
LLM-RG4: Flexible and Factual Radiology Report Generation across Diverse Input Contexts	Dec 16, 2024	General KnowledgeInstruction Following	CodeCode Available	2
VG-TVP: Multimodal Procedural Planning via Visually Grounded Text-Video Prompting	Dec 16, 2024	InformativenessLarge Language Model	CodeCode Available	0
GaLore+: Boosting Low-Rank Adaptation for LLMs with Cross-Head Projection	Dec 15, 2024	Arithmetic ReasoningText Generation	—Unverified	0
Understanding and Mitigating Memorization in Diffusion Models for Tabular Data	Dec 15, 2024	Data AugmentationMemorization	—Unverified	0
AD-LLM: Benchmarking Large Language Models for Anomaly Detection	Dec 15, 2024	Anomaly DetectionBenchmarking	CodeCode Available	1
Segment-Level Diffusion: A Framework for Controllable Long-Form Generation with Diffusion Language Models	Dec 15, 2024	Contrastive LearningDecoder	—Unverified	0
Cultural Palette: Pluralising Culture Alignment via Multi-agent Palette	Dec 15, 2024	Large Language ModelQuestion Answering	—Unverified	0
Generative Modeling with Diffusion	Dec 14, 2024	DenoisingText Generation	CodeCode Available	0
RWKV-Lite: Deeply Compressed RWKV for Resource-Constrained Devices	Dec 14, 2024	Computational EfficiencyText Generation	—Unverified	0
Benchmarking Linguistic Diversity of Large Language Models	Dec 13, 2024	BenchmarkingDiversity	CodeCode Available	0
AutoPatent: A Multi-Agent Framework for Automatic Patent Generation	Dec 13, 2024	Text Generation	CodeCode Available	2

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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