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 3876–3900 of 5335 papers

Title	Date	Tasks	Status	Hype
MixingBoard: a Knowledgeable Stylized Integrated Text Generation Platform	May 17, 2020	Text Generation	CodeCode Available	1
Rethinking and Improving Natural Language Generation with Layer-Wise Multi-View Decoding	May 16, 2020	Abstractive Text SummarizationDecoder	—Unverified	0
A Text Reassembling Approach to Natural Language Generation	May 16, 2020	Text Generation	—Unverified	0
Schema-Guided Natural Language Generation	May 11, 2020	dialog state trackingText Generation	CodeCode Available	1
Reinforced Rewards Framework for Text Style Transfer	May 11, 2020	Style TransferText Generation	—Unverified	0
Posterior Control of Blackbox Generation	May 10, 2020	Text Generation	CodeCode Available	1
Generating Pertinent and Diversified Comments with Topic-aware Pointer-Generator Networks	May 9, 2020	ArticlesComment Generation	—Unverified	0
Learning Implicit Text Generation via Feature Matching	May 7, 2020	Conditional Text GenerationStyle Transfer	—Unverified	0
Token Manipulation Generative Adversarial Network for Text Generation	May 6, 2020	Conditional Text GenerationDiversity	CodeCode Available	0
Building A User-Centric and Content-Driven Socialbot	May 6, 2020	ArticlesManagement	—Unverified	0
Shape of synth to come: Why we should use synthetic data for English surface realization	May 6, 2020	Text Generation	CodeCode Available	0
Smart To-Do : Automatic Generation of To-Do Items from Emails	May 5, 2020	ManagementText Generation	—Unverified	0
Russian Natural Language Generation: Creation of a Language Modelling Dataset and Evaluation with Modern Neural Architectures	May 5, 2020	DiversityLanguage Modeling	CodeCode Available	0
Exploring Controllable Text Generation Techniques	May 4, 2020	Text Generation	—Unverified	0
Improving Adversarial Text Generation by Modeling the Distant Future	May 4, 2020	Adversarial TextImitation Learning	—Unverified	0
Reward Constrained Interactive Recommendation with Natural Language Feedback	May 4, 2020	Interactive RecommendationRecommendation Systems	—Unverified	0
Distributional Discrepancy: A Metric for Unconditional Text Generation	May 4, 2020	DiversityLanguage Modeling	CodeCode Available	0
Simplifying Paragraph-level Question Generation via Transformer Language Models	May 3, 2020	Language ModelingLanguage Modelling	CodeCode Available	2
Neural Data-to-Text Generation via Jointly Learning the Segmentation and Correspondence	May 3, 2020	Data-to-Text GenerationHallucination	—Unverified	0
Towards Faithful Neural Table-to-Text Generation with Content-Matching Constraints	May 3, 2020	Data-to-Text GenerationTable-to-Text Generation	—Unverified	0
Synthesizer: Rethinking Self-Attention in Transformer Models	May 2, 2020	Abstractive Text SummarizationDialogue Generation	CodeCode Available	1
On Faithfulness and Factuality in Abstractive Summarization	May 2, 2020	Abstractive Text SummarizationDocument Summarization	CodeCode Available	1
Generalized Entropy Regularization or: There's Nothing Special about Label Smoothing	May 2, 2020	Text Generation	—Unverified	0
Improving Neural Language Generation with Spectrum Control	May 1, 2020	Language ModelingLanguage Modelling	—Unverified	0
Data-dependent Gaussian Prior Objective for Language Generation	May 1, 2020	DiversityImage Captioning	—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