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 426–450 of 5335 papers

Title	Date	Tasks	Status	Hype	Score
A Simple and Efficient Multi-Task Learning Approach for Conditioned Dialogue Generation	Oct 21, 2020	Dialogue GenerationLanguage Modelling	CodeCode Available	1	5
Evidence-Aware Inferential Text Generation with Vector Quantised Variational AutoEncoder	Jun 15, 2020	Common Sense ReasoningDecoder	CodeCode Available	1	5
Building Efficient Universal Classifiers with Natural Language Inference	Dec 29, 2023	ClassificationNatural Language Inference	CodeCode Available	1	5
Controllable Data Augmentation for Few-Shot Text Mining with Chain-of-Thought Attribute Manipulation	Jul 14, 2023	Aspect-Based Sentiment AnalysisAttribute	CodeCode Available	1	5
Data-to-text Generation by Splicing Together Nearest Neighbors	Jan 20, 2021	Conditional Text GenerationData-to-Text Generation	CodeCode Available	1	5
AGIR: Automating Cyber Threat Intelligence Reporting with Natural Language Generation	Oct 4, 2023	HallucinationText Generation	CodeCode Available	1	5
Generating Training Data with Language Models: Towards Zero-Shot Language Understanding	Feb 9, 2022	Few-Shot LearningMNLI-m	CodeCode Available	1	5
Evaluating the Evaluation of Diversity in Natural Language Generation	Apr 6, 2020	DiversityText Generation	CodeCode Available	1	5
ContraCLM: Contrastive Learning For Causal Language Model	Oct 3, 2022	Code GenerationCode Search	CodeCode Available	1	5
e-ViL: A Dataset and Benchmark for Natural Language Explanations in Vision-Language Tasks	May 8, 2021	Language ModellingText Generation	CodeCode Available	1	5
AI-generated text boundary detection with RoFT	Nov 14, 2023	Boundary DetectionDiversity	CodeCode Available	1	5
Bringing Stories Alive: Generating Interactive Fiction Worlds	Jan 28, 2020	Text Generation	CodeCode Available	1	5
T3: Tree-Autoencoder Constrained Adversarial Text Generation for Targeted Attack	Dec 22, 2019	Adversarial AttackAdversarial Text	CodeCode Available	1	5
Brush Your Text: Synthesize Any Scene Text on Images via Diffusion Model	Dec 19, 2023	Image GenerationText Generation	CodeCode Available	1	5
Bridging the Gap between Different Vocabularies for LLM Ensemble	Apr 15, 2024	Arithmetic ReasoningData-to-Text Generation	CodeCode Available	1	5
GENIUS: Sketch-based Language Model Pre-training via Extreme and Selective Masking for Text Generation and Augmentation	Nov 18, 2022	Conditional Text GenerationData Augmentation	CodeCode Available	1	5
Controllable Generation from Pre-trained Language Models via Inverse Prompting	Mar 19, 2021	Language ModelingLanguage Modelling	CodeCode Available	1	5
Adversarial Decoding: Generating Readable Documents for Adversarial Objectives	Oct 3, 2024	Adversarial TextRAG	CodeCode Available	1	5
GLAT: Glancing at Latent Variables for Parallel Text Generation	May 1, 2022	Text Generation	CodeCode Available	1	5
Controllable Text Generation via Probability Density Estimation in the Latent Space	Dec 16, 2022	AttributeDensity Estimation	CodeCode Available	1	5
Controllable Text Generation with Neurally-Decomposed Oracle	May 27, 2022	Language ModelingLanguage Modelling	CodeCode Available	1	5
A Benchmark for Evaluating Machine Translation Metrics on Dialects Without Standard Orthography	Nov 28, 2023	Machine TranslationText Generation	CodeCode Available	1	5
C2-CRS: Coarse-to-Fine Contrastive Learning for Conversational Recommender System	Jan 4, 2022	Contrastive LearningRecommendation Systems	CodeCode Available	1	5
Evaluating Factual Consistency of Texts with Semantic Role Labeling	May 22, 2023	Semantic Role LabelingText Generation	CodeCode Available	1	5
A Comprehensive Survey of Accelerated Generation Techniques in Large Language Models	May 15, 2024	SurveyText Generation	CodeCode Available	1	5

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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