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 3976–4000 of 5335 papers

Title	Date	Tasks	Status	Hype
Generating Major Types of Chinese Classical Poetry in a Uniformed Framework	Mar 13, 2020	FormText Generation	—Unverified	0
Meta-CoTGAN: A Meta Cooperative Training Paradigm for Improving Adversarial Text Generation	Mar 12, 2020	Adversarial TextDiversity	—Unverified	0
Generating Natural Language Adversarial Examples on a Large Scale with Generative Models	Mar 10, 2020	Adversarial TextGeneral Classification	—Unverified	0
An Empirical Investigation of Pre-Trained Transformer Language Models for Open-Domain Dialogue Generation	Mar 9, 2020	Dialogue GenerationDiversity	CodeCode Available	1
EmpTransfo: A Multi-head Transformer Architecture for Creating Empathetic Dialog Systems	Mar 5, 2020	Text Generation	CodeCode Available	1
RecipeGPT: Generative Pre-training Based Cooking Recipe Generation and Evaluation System	Mar 5, 2020	Language ModelingLanguage Modelling	CodeCode Available	1
CLUECorpus2020: A Large-scale Chinese Corpus for Pre-training Language Model	Mar 3, 2020	8kLanguage Modeling	CodeCode Available	2
Style Example-Guided Text Generation using Generative Adversarial Transformers	Mar 2, 2020	DecoderSentence	—Unverified	0
Towards information-rich, logical text generation with knowledge-enhanced neural models	Mar 2, 2020	Text Generation	—Unverified	0
Generating Followup Questions for Interpretable Multi-hop Question Answering	Feb 27, 2020	Multi-hop Question AnsweringQuestion Answering	—Unverified	0
Few-shot Natural Language Generation for Task-Oriented Dialog	Feb 27, 2020	Data-to-Text GenerationFew-Shot Learning	CodeCode Available	1
What BERT Sees: Cross-Modal Transfer for Visual Question Generation	Feb 25, 2020	Question GenerationQuestion-Generation	—Unverified	0
GRET: Global Representation Enhanced Transformer	Feb 24, 2020	DecoderMachine Translation	—Unverified	0
Modelling Latent Skills for Multitask Language Generation	Feb 21, 2020	Few-Shot LearningText Generation	—Unverified	0
Gaussian Smoothen Semantic Features (GSSF) -- Exploring the Linguistic Aspects of Visual Captioning in Indian Languages (Bengali) Using MSCOCO Framework	Feb 16, 2020	DiversityImage Captioning	—Unverified	0
CBAG: Conditional Biomedical Abstract Generation	Feb 13, 2020	Abstract generationDescriptive	—Unverified	0
Learning to Compare for Better Training and Evaluation of Open Domain Natural Language Generation Models	Feb 12, 2020	Natural Language UnderstandingResponse Generation	—Unverified	0
Limits of Detecting Text Generated by Large-Scale Language Models	Feb 9, 2020	Language ModelingLanguage Modelling	—Unverified	0
Multimodal Matching Transformer for Live Commenting	Feb 7, 2020	DecoderText Generation	—Unverified	0
Variational Template Machine for Data-to-Text Generation	Feb 4, 2020	Data-to-Text GenerationDecoder	CodeCode Available	1
CoTK: An Open-Source Toolkit for Fast Development and Fair Evaluation of Text Generation	Feb 3, 2020	Text Generation	CodeCode Available	1
Explaining Relationships Between Scientific Documents	Feb 2, 2020	Language ModelingLanguage Modelling	CodeCode Available	1
Bridging Text and Video: A Universal Multimodal Transformer for Video-Audio Scene-Aware Dialog	Feb 1, 2020	Dialogue GenerationMulti-Task Learning	CodeCode Available	1
Self-Adversarial Learning with Comparative Discrimination for Text Generation	Jan 31, 2020	DiversitySentence	—Unverified	0
Modeling Global and Local Node Contexts for Text Generation from Knowledge Graphs	Jan 29, 2020	Data-to-Text GenerationGraph-to-Sequence	CodeCode Available	1

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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 (sample)	BLEU-1	34.4	—	Unverified
2	Beam search + A*esque (beam)	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