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 2626–2650 of 5335 papers

Title	Date	Tasks	Status	Hype
Towards a Sentiment-Aware Conversational Agent	Jul 24, 2022	Sentiment AnalysisSentiment Classification	—Unverified	0
Leveraging Natural Supervision for Language Representation Learning and Generation	Jul 21, 2022	Data-to-Text GenerationLanguage Modelling	CodeCode Available	1
GenText: Unsupervised Artistic Text Generation via Decoupled Font and Texture Manipulation	Jul 20, 2022	Style TransferText Generation	—Unverified	0
Mimetic Models: Ethical Implications of AI that Acts Like You	Jul 19, 2022	Text Generation	—Unverified	0
Relational Future Captioning Model for Explaining Likely Collisions in Daily Tasks	Jul 19, 2022	Text Generation	CodeCode Available	0
Neural Data-to-Text Generation Based on Small Datasets: Comparing the Added Value of Two Semi-Supervised Learning Approaches on Top of a Large Language Model	Jul 14, 2022	Data AugmentationData-to-Text Generation	—Unverified	0
Confident Adaptive Language Modeling	Jul 14, 2022	Language ModelingLanguage Modelling	—Unverified	0
Fuse It More Deeply! A Variational Transformer with Layer-Wise Latent Variable Inference for Text Generation	Jul 13, 2022	DiversityText Generation	CodeCode Available	1
Towards Neural Numeric-To-Text Generation From Temporal Personal Health Data	Jul 11, 2022	Data SummarizationDecoder	CodeCode Available	0
Jointly Harnessing Prior Structures and Temporal Consistency for Sign Language Video Generation	Jul 8, 2022	Image AnimationText Generation	—Unverified	0
Multi-Task Retrieval-Augmented Text Generation with Relevance Sampling	Jul 7, 2022	DecoderOpen-Domain Question Answering	—Unverified	0
Putting the Con in Context: Identifying Deceptive Actors in the Game of Mafia	Jul 5, 2022	Deception DetectionDialogue Understanding	—Unverified	0
Can Language Models Make Fun? A Case Study in Chinese Comical Crosstalk	Jul 2, 2022	BenchmarkingMachine Translation	CodeCode Available	1
Syntax Controlled Knowledge Graph-to-Text Generation with Order and Semantic Consistency	Jul 2, 2022	Heuristic SearchKG-to-Text Generation	CodeCode Available	0
Retrieval Based Response Letter Generation For a Customer Care Setting	Jul 1, 2022	Data AugmentationManagement	—Unverified	0
CULG: Commercial Universal Language Generation	Jul 1, 2022	MarketingText Generation	—Unverified	0
Contrastive Data and Learning for Natural Language Processing	Jul 1, 2022	Contrastive LearningQuestion Answering	—Unverified	0
Learning Natural Language Generation with Truncated Reinforcement Learning	Jul 1, 2022	Language ModelingLanguage Modelling	CodeCode Available	0
Explaining Toxic Text via Knowledge Enhanced Text Generation	Jul 1, 2022	DecoderText Generation	—Unverified	0
Learning to Selectively Learn for Weakly Supervised Paraphrase Generation with Model-based Reinforcement Learning	Jul 1, 2022	Model-based Reinforcement LearningParaphrase Generation	—Unverified	0
Don’t Take It Literally: An Edit-Invariant Sequence Loss for Text Generation	Jul 1, 2022	Machine TranslationStyle Transfer	CodeCode Available	0
Don’t Forget About Pronouns: Removing Gender Bias in Language Models Without Losing Factual Gender Information	Jul 1, 2022	Language ModelingLanguage Modelling	—Unverified	0
The Case for a Single Model that can Both Generate Continuations and Fill-in-the-Blank	Jul 1, 2022	PositionText Generation	—Unverified	0
RoViST: Learning Robust Metrics for Visual Storytelling	Jul 1, 2022	SentenceText Generation	CodeCode Available	0
Pathway2Text: Dataset and Method for Biomedical Pathway Description Generation	Jul 1, 2022	named-entity-recognitionNamed Entity Recognition	CodeCode Available	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