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 801–825 of 5335 papers

Title	Date	Tasks	Status	Hype
MIO: A Foundation Model on Multimodal Tokens	Sep 26, 2024	modelText Generation	CodeCode Available	1
Mitigating Fine-Grained Hallucination by Fine-Tuning Large Vision-Language Models with Caption Rewrites	Dec 4, 2023	HallucinationHallucination Evaluation	CodeCode Available	1
Mix and Match: Learning-free Controllable Text Generation using Energy Language Models	Mar 24, 2022	AttributeLanguage Modeling	CodeCode Available	1
Mix and Match: Learning-free Controllable Text Generationusing Energy Language Models	May 1, 2022	AttributeLanguage Modeling	CodeCode Available	1
MMRel: A Relation Understanding Benchmark in the MLLM Era	Jun 13, 2024	DiversityHallucination	CodeCode Available	1
Mitigating Open-Vocabulary Caption Hallucinations	Dec 6, 2023	DiversityHallucination	CodeCode Available	1
Data-to-text Generation with Variational Sequential Planning	Feb 28, 2022	Data-to-Text GenerationText Generation	CodeCode Available	1
Modeling Global and Local Node Contexts for Text Generation from Knowledge Graphs	Jan 29, 2020	Data-to-Text GenerationGraph-to-Sequence	CodeCode Available	1
C2-CRS: Coarse-to-Fine Contrastive Learning for Conversational Recommender System	Jan 4, 2022	Contrastive LearningRecommendation Systems	CodeCode Available	1
Modeling Low-Resource Health Coaching Dialogues via Neuro-Symbolic Goal Summarization and Text-Units-Text Generation	Apr 16, 2024	Dialogue GenerationText Generation	CodeCode Available	1
AraGPT2: Pre-Trained Transformer for Arabic Language Generation	Dec 31, 2020	ArticlesLanguage Modeling	CodeCode Available	1
Calibrating Large Language Models Using Their Generations Only	Mar 9, 2024	Question AnsweringText Generation	CodeCode Available	1
Data-to-Text Generation with Iterative Text Editing	Nov 3, 2020	Data-to-Text GenerationDomain Adaptation	CodeCode Available	1
Data-to-Text Bilingual Generation	Nov 24, 2023	Text Generation	CodeCode Available	1
Data-to-text Generation with Macro Planning	Feb 4, 2021	Data-to-Text GenerationDecoder	CodeCode Available	1
Deep Graph Convolutional Encoders for Structured Data to Text Generation	Oct 23, 2018	Data-to-Text GenerationGraph-to-Sequence	CodeCode Available	1
AraT5: Text-to-Text Transformers for Arabic Language Generation	Aug 31, 2021	Text GenerationTransfer Learning	CodeCode Available	1
Exploring the Best Practices of Query Expansion with Large Language Models	Jan 12, 2024	Information RetrievalRe-Ranking	CodeCode Available	1
AR-Diffusion: Auto-Regressive Diffusion Model for Text Generation	May 16, 2023	Common Sense ReasoningDenoising	CodeCode Available	1
Multilingual Generative Language Models for Zero-Shot Cross-Lingual Event Argument Extraction	Mar 15, 2022	Cross-Lingual TransferEvent Argument Extraction	CodeCode Available	1
Can AI-Generated Text be Reliably Detected?	Mar 17, 2023	Language ModellingLarge Language Model	CodeCode Available	1
A Frustratingly Simple Decoding Method for Neural Text Generation	May 22, 2023	Language ModelingLanguage Modelling	CodeCode Available	1
Data Feedback Loops: Model-driven Amplification of Dataset Biases	Sep 8, 2022	image-classificationImage Classification	CodeCode Available	1
Can Diffusion Model Achieve Better Performance in Text Generation? Bridging the Gap between Training and Inference!	May 8, 2023	Text Generation	CodeCode Available	1
Neuro2Semantic: A Transfer Learning Framework for Semantic Reconstruction of Continuous Language from Human Intracranial EEG	May 31, 2025	EEGText 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