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 3651–3675 of 5335 papers

Title	Date	Tasks	Status
An Empirical Study of Extrapolation in Text Generation with Scalar Control	Apr 16, 2021	SentenceText Generation	—Unverified
Span Pointer Networks for Non-Autoregressive Task-Oriented Semantic Parsing	Apr 15, 2021	Cross-Lingual TransferDecoder	—Unverified
Planning with Learned Entity Prompts for Abstractive Summarization	Apr 15, 2021	Abstractive Text SummarizationDecoder	—Unverified
From Solving a Problem Boldly to Cutting the Gordian Knot: Idiomatic Text Generation	Apr 13, 2021	SentenceText Generation	—Unverified
Detoxifying Language Models Risks Marginalizing Minority Voices	Apr 13, 2021	Text Generation	CodeCode Available
Estimating Subjective Crowd-Evaluations as an Additional Objective to Improve Natural Language Generation	Apr 12, 2021	Language ModelingLanguage Modelling	—Unverified
Towards Automated Psychotherapy via Language Modeling	Apr 5, 2021	Language ModelingLanguage Modelling	—Unverified
Sketch and Customize: A Counterfactual Story Generator	Apr 2, 2021	counterfactualText Generation	CodeCode Available
Structural Encoding and Pre-training Matter: Adapting BERT for Table-Based Fact Verification	Apr 1, 2021	Fact VerificationGraph Neural Network	—Unverified
"TL;DR:" Out-of-Context Adversarial Text Summarization and Hashtag Recommendation	Apr 1, 2021	Adversarial TextArticles	—Unverified
WakaVT: A Sequential Variational Transformer for Waka Generation	Apr 1, 2021	DiversityText Generation	—Unverified
Through the Looking Glass: Learning to Attribute Synthetic Text Generated by Language Models	Apr 1, 2021	AttributeAuthorship Attribution	—Unverified
Analyzing the Forgetting Problem in Pretrain-Finetuning of Open-domain Dialogue Response Models	Apr 1, 2021	DecoderResponse Generation	—Unverified
Analysis of Uvama Urubugal in Tamil Sangam Literatures	Apr 1, 2021	Story GenerationText Generation	—Unverified
Making Use of Latent Space in Language GANs for Generating Diverse Text without Pre-training	Apr 1, 2021	DiversityImage Captioning	—Unverified
Towards Hybrid Human-Machine Workflow for Natural Language Generation	Apr 1, 2021	Text Generation	—Unverified
It’s Commonsense, isn’t it? Demystifying Human Evaluations in Commonsense-Enhanced NLG Systems	Apr 1, 2021	Common Sense ReasoningText Generation	—Unverified
Modelling Context Emotions using Multi-task Learning for Emotion Controlled Dialog Generation	Apr 1, 2021	DecoderMulti-Task Learning	—Unverified
Conversational Agent for Daily Living Assessment Coaching Demo	Apr 1, 2021	NavigateText Generation	—Unverified
AfriKI: Machine-in-the-Loop Afrikaans Poetry Generation	Mar 30, 2021	Language ModelingLanguage Modelling	—Unverified
Evaluating the Morphosyntactic Well-formedness of Generated Texts	Mar 30, 2021	Machine TranslationText Generation	CodeCode Available
On Hallucination and Predictive Uncertainty in Conditional Language Generation	Mar 28, 2021	Data-to-Text GenerationHallucination	—Unverified
Data Augmentation in Natural Language Processing: A Novel Text Generation Approach for Long and Short Text Classifiers	Mar 26, 2021	Data AugmentationText Generation	—Unverified
The NLP Cookbook: Modern Recipes for Transformer based Deep Learning Architectures	Mar 23, 2021	Information RetrievalKnowledge Distillation	—Unverified
SparseGAN: Sparse Generative Adversarial Network for Text Generation	Mar 22, 2021	Generative Adversarial NetworkSentence	—Unverified

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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