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 4276–4300 of 5335 papers

Title	Date	Tasks	Status	Hype
RelGAN: Relational Generative Adversarial Networks for Text Generation	May 1, 2019	DiversityText Generation	CodeCode Available	0
Curvature: A signature for Action Recognition in Video Sequences	Apr 30, 2019	Action RecognitionFew-Shot Learning	—Unverified	0
Copy mechanism and tailored training for character-based data-to-text generation	Apr 26, 2019	Data-to-Text GenerationText Generation	CodeCode Available	0
Neural Text Generation from Rich Semantic Representations	Apr 25, 2019	Abstract Meaning RepresentationText Generation	CodeCode Available	0
TextKD-GAN: Text Generation using KnowledgeDistillation and Generative Adversarial Networks	Apr 23, 2019	Image GenerationKnowledge Distillation	CodeCode Available	0
Few-Shot NLG with Pre-Trained Language Model	Apr 21, 2019	Few-Shot LearningLanguage Modeling	CodeCode Available	0
BERTScore: Evaluating Text Generation with BERT	Apr 21, 2019	Image CaptioningMachine Translation	CodeCode Available	1
A Novel Task-Oriented Text Corpus in Silent Speech Recognition and its Natural Language Generation Construction Method	Apr 19, 2019	Data-to-Text GenerationDiversity	—Unverified	0
A Hybrid Retrieval-Generation Neural Conversation Model	Apr 19, 2019	Diversitymodel	CodeCode Available	0
Positional Encoding to Control Output Sequence Length	Apr 16, 2019	Abstractive Text SummarizationDecoder	CodeCode Available	0
Latent Code and Text-based Generative Adversarial Networks for Soft-text Generation	Apr 15, 2019	Text Generation	—Unverified	0
Pun Generation with Surprise	Apr 15, 2019	Language ModelingLanguage Modelling	CodeCode Available	0
IIT (BHU) Varanasi at MSR-SRST 2018: A Language Model Based Approach for Natural Language Generation	Apr 12, 2019	DecoderLanguage Modeling	CodeCode Available	0
Text Generation with Exemplar-based Adaptive Decoding	Apr 9, 2019	Abstractive Text SummarizationData-to-Text Generation	—Unverified	0
Bilingual-GAN: A Step Towards Parallel Text Generation	Apr 9, 2019	DecoderDenoising	—Unverified	0
Jointly Measuring Diversity and Quality in Text Generation Models	Apr 8, 2019	DiversitySentence	CodeCode Available	1
Step-by-Step: Separating Planning from Realization in Neural Data-to-Text Generation	Apr 6, 2019	Data-to-Text GenerationGraph-to-Sequence	CodeCode Available	0
Generate, Filter, and Rank: Grammaticality Classification for Production-Ready NLG Systems	Apr 5, 2019	ClassificationGeneral Classification	CodeCode Available	0
Unifying Human and Statistical Evaluation for Natural Language Generation	Apr 4, 2019	DiversitySentence	CodeCode Available	0
Clinically Accurate Chest X-Ray Report Generation	Apr 4, 2019	Reinforcement LearningText Generation	CodeCode Available	0
Text Generation from Knowledge Graphs with Graph Transformers	Apr 4, 2019	DecoderDialogue Generation	CodeCode Available	1
End-to-End Video Captioning	Apr 4, 2019	Action RecognitionCaption Generation	—Unverified	0
Riemannian Normalizing Flow on Variational Wasserstein Autoencoder for Text Modeling	Apr 4, 2019	Language ModelingLanguage Modelling	CodeCode Available	0
Pragmatically Informative Text Generation	Apr 2, 2019	Abstractive Text SummarizationConditional Text Generation	CodeCode Available	0
fairseq: A Fast, Extensible Toolkit for Sequence Modeling	Apr 1, 2019	Language ModelingLanguage Modelling	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 (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