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 3001–3025 of 5335 papers

Title	Date	Tasks	Status	Hype
Design and Development of Spoken Dialogue System in Indic Languages	Dec 1, 2021	Dialogue GenerationReinforcement Learning (RL)	—Unverified	0
Document Level Hierarchical Transformer	Dec 1, 2021	Document Level Machine TranslationImitation Learning	—Unverified	0
Robustness Analysis of Grover for Machine-Generated News Detection	Dec 1, 2021	ArticlesText Generation	—Unverified	0
Exploration into Translation-Equivariant Image Quantization	Dec 1, 2021	Image GenerationImage to text	CodeCode Available	0
Multi-modal Dependency Tree for Video Captioning	Dec 1, 2021	Caption GenerationDependency Parsing	—Unverified	0
Improvement in Machine Translation with Generative Adversarial Networks	Nov 30, 2021	Generative Adversarial NetworkMachine Translation	—Unverified	0
ZeroCap: Zero-Shot Image-to-Text Generation for Visual-Semantic Arithmetic	Nov 29, 2021	Contrastive LearningDescriptive	CodeCode Available	1
Context Matters in Semantically Controlled Language Generation for Task-oriented Dialogue Systems	Nov 28, 2021	Response GenerationTask-Oriented Dialogue Systems	—Unverified	0
Octree Transformer: Autoregressive 3D Shape Generation on Hierarchically Structured Sequences	Nov 24, 2021	3D Shape GenerationImage Generation	CodeCode Available	1
Realistic simulation of users for IT systems in cyber ranges	Nov 23, 2021	Conditional Text GenerationText Generation	—Unverified	0
UniTAB: Unifying Text and Box Outputs for Grounded Vision-Language Modeling	Nov 23, 2021	Image CaptioningImage Description	CodeCode Available	1
Reinforcement Learning for Few-Shot Text Generation Adaptation	Nov 22, 2021	DiversityDomain Adaptation	CodeCode Available	0
L-Verse: Bidirectional Generation Between Image and Text	Nov 22, 2021	Image CaptioningImage Generation	CodeCode Available	1
Triples-to-Text Generation with Reinforcement Learning Based Graph-augmented Neural Networks	Nov 20, 2021	reinforcement-learningReinforcement Learning	—Unverified	0
How much do language models copy from their training data? Evaluating linguistic novelty in text generation using RAVEN	Nov 18, 2021	SentenceText Generation	—Unverified	0
Mix and Match: Learning-free Controllable Text Generationusing Energy Language Models	Nov 16, 2021	AttributeLanguage Modeling	—Unverified	0
What Makes The Story Forward? Inferring Commonsense Explanations as Prompts for Future Event Generation	Nov 16, 2021	Text Generation	—Unverified	0
Rare Tokens Degenerate All Tokens: Improving Neural Text Generation via Adaptive Gradient Gating for Rare Token Embeddings	Nov 16, 2021	AllLanguage Modeling	—Unverified	0
FrugalScore: Learning Cheaper, Lighter and Faster Evaluation Metrics for Automatic Text Generation	Nov 16, 2021	Text GenerationTranslation	—Unverified	0
Improving Compositional Generalization with Self-Training for Data-to-Text Generation	Nov 16, 2021	Data-to-Text GenerationText Generation	—Unverified	0
REDTABS: A Collection of Report Document Datasets for Long Text and Multi-Table Summarization	Nov 16, 2021	Document SummarizationInformativeness	—Unverified	0
Using Structured Content Plans for Fine-grained Syntactic Control in Pretrained Language Model Generation	Nov 16, 2021	Abstract Meaning RepresentationLanguage Modeling	—Unverified	0
Context-Aware Language Modeling for Goal-Oriented Dialogue Systems	Nov 16, 2021	Data AugmentationGoal-Oriented Dialogue Systems	—Unverified	0
Modeling Intensification for Signed Language Generation: A Computational Approach	Nov 16, 2021	Text Generation	—Unverified	0
Rethinking and Refining the Distinct Metric	Nov 16, 2021	DiversityText Generation	—Unverified	0

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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