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 4051–4075 of 5335 papers

Title	Date	Tasks	Status	Hype
Resurrecting Submodularity for Neural Text Generation	Nov 8, 2019	Abstractive Text SummarizationDecoder	—Unverified	0
Reducing Sentiment Bias in Language Models via Counterfactual Evaluation	Nov 8, 2019	Articlescounterfactual	—Unverified	0
Low-Level Linguistic Controls for Style Transfer and Content Preservation	Nov 8, 2019	DecoderStyle Transfer	CodeCode Available	0
Ask to Learn: A Study on Curiosity-driven Question Generation	Nov 8, 2019	Conversational Question AnsweringMachine Reading Comprehension	—Unverified	0
A Good Sample is Hard to Find: Noise Injection Sampling and Self-Training for Neural Language Generation Models	Nov 8, 2019	DecoderText Generation	CodeCode Available	0
Not Enough Data? Deep Learning to the Rescue!	Nov 8, 2019	Data AugmentationDeep Learning	—Unverified	0
REMI: Mining Intuitive Referring Expressions on Knowledge Bases	Nov 4, 2019	Inductive logic programmingReferring Expression	—Unverified	0
A Holistic Natural Language Generation Framework for the Semantic Web	Nov 4, 2019	Text Generation	—Unverified	0
Automatic Detection of Generated Text is Easiest when Humans are Fooled	Nov 2, 2019	BenchmarkingLanguage Modelling	CodeCode Available	1
Fine-Grained Control of Sentence Segmentation and Entity Positioning in Neural NLG	Nov 1, 2019	Data-to-Text GenerationPosition	—Unverified	0
PyOpenDial: A Python-based Domain-Independent Toolkit for Developing Spoken Dialogue Systems with Probabilistic Rules	Nov 1, 2019	Deep LearningDialogue Management	—Unverified	0
Multi-task Learning for Natural Language Generation in Task-Oriented Dialogue	Nov 1, 2019	Language ModelingLanguage Modelling	—Unverified	0
A Topic Augmented Text Generation Model: Joint Learning of Semantics and Structural Features	Nov 1, 2019	text-classificationText Classification	—Unverified	0
Kernelized Bayesian Softmax for Text Generation	Nov 1, 2019	SentenceText Generation	CodeCode Available	0
Weird Inflects but OK: Making Sense of Morphological Generation Errors	Nov 1, 2019	FormText Generation	—Unverified	0
Enhancing Variational Autoencoders with Mutual Information Neural Estimation for Text Generation	Nov 1, 2019	Language ModelingLanguage Modelling	—Unverified	0
Set to Ordered Text: Generating Discharge Instructions from Medical Billing Codes	Nov 1, 2019	ArticlesRecipe Generation	—Unverified	0
Deep Copycat Networks for Text-to-Text Generation	Nov 1, 2019	Automatic Post-EditingMachine Translation	CodeCode Available	0
Generating Natural Anagrams: Towards Language Generation Under Hard Combinatorial Constraints	Nov 1, 2019	SentenceText Generation	—Unverified	0
Enhancing Neural Data-To-Text Generation Models with External Background Knowledge	Nov 1, 2019	Data-to-Text GenerationText Generation	—Unverified	0
Stick to the Facts: Learning towards a Fidelity-oriented E-Commerce Product Description Generation	Nov 1, 2019	AttributeDecoder	—Unverified	0
On the Unintended Social Bias of Training Language Generation Models with Data from Local Media	Nov 1, 2019	ArticlesManagement	—Unverified	0
Multiple Text Style Transfer by using Word-level Conditional Generative Adversarial Network with Two-Phase Training	Nov 1, 2019	AttributeGenerative Adversarial Network	—Unverified	0
Controlling Sequence-to-Sequence Models - A Demonstration on Neural-based Acrostic Generator	Nov 1, 2019	Text Generation	—Unverified	0
A Recurrent BERT-based Model for Question Generation	Nov 1, 2019	Language ModelingLanguage Modelling	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