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 4426–4450 of 5335 papers

Title	Date	Tasks	Status
Evaluation of Online Dialogue Policy Learning Techniques	May 1, 2012	Dialogue ManagementManagement	—Unverified
Evaluation of Text Generation: A Survey	Jun 26, 2020	nlg evaluationSurvey	—Unverified
Evaluation of Thematic Coherence in Microblogs	Jun 30, 2021	Text Generation	—Unverified
Evaluative Pattern Extraction for Automated Text Generation	Sep 1, 2016	Sentiment AnalysisText Generation	—Unverified
Event Graph based Sentence Fusion	Nov 1, 2021	Abstractive Text SummarizationSentence	—Unverified
Every picture tells a story: Image-grounded controllable stylistic story generation	Sep 4, 2022	Image CaptioningImage to text	—Unverified
Evidence-Driven Retrieval Augmented Response Generation for Online Misinformation	Mar 22, 2024	ArticlesMisinformation	—Unverified
Evolutionary perspective on model fine-tuning	Sep 29, 2021	BIG-bench Machine LearningImage Generation	—Unverified
Evolving Knowledge Distillation with Large Language Models and Active Learning	Mar 11, 2024	Active LearningKnowledge Distillation	—Unverified
Exact Sampling and Decoding in High-Order Hidden Markov Models	Jul 1, 2012	Language ModellingMachine Translation	—Unverified
Example-based Multilinear Sign Language Generation from a Hierarchical Representation	Jun 1, 2022	Text Generation	—Unverified
Experimental Design to Improve Topic Analysis Based Summarization	Jun 1, 2014	Document SummarizationExperimental Design	—Unverified
Experimental Evaluation of Machine Learning Models for Goal-oriented Customer Service Chatbot with Pipeline Architecture	Sep 27, 2024	ChatbotDialogue Management	—Unverified
Experiments in Linear Template Combination using Genetic Algorithms	May 24, 2016	SentenceText Generation	—Unverified
Experiments with Generative Models for Dependency Tree Linearization	Sep 1, 2015	Machine TranslationText Generation	—Unverified
Experiments with Large Language Models on Retrieval-Augmented Generation for Closed-Source Simulation Software	Feb 6, 2025	RAGRetrieval-augmented Generation	—Unverified
Expert-level vision-language foundation model for real-world radiology and comprehensive evaluation	Sep 24, 2024	Question AnsweringText Generation	—Unverified
Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey	Dec 3, 2024	Cross-Modal RetrievalNatural Language Understanding	—Unverified
Explainable Autonomy: A Study of Explanation Styles for Building Clear Mental Models	Nov 1, 2018	Text Generation	—Unverified
Explaining Creative Artifacts	Oct 14, 2020	Text GenerationTraveling Salesman Problem	—Unverified
Explaining Face Presentation Attack Detection Using Natural Language	Nov 8, 2021	Face Presentation Attack DetectionLanguage Modelling	—Unverified
Explaining Toxic Text via Knowledge Enhanced Text Generation	Nov 16, 2021	DecoderText Generation	—Unverified
Explaining Toxic Text via Knowledge Enhanced Text Generation	Jul 1, 2022	DecoderText Generation	—Unverified
Explaining Violation Traces with Finite State Natural Language Generation Models	Jun 9, 2014	Text Generation	—Unverified
Explicit, Implicit, and Scattered: Revisiting Event Extraction to Capture Complex Arguments	Oct 4, 2024	Event ExtractionText Generation	—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