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

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Showing 4676–4700 of 5335 papers

Title	Date	Tasks	Status
A Commercial Perspective on Reference	Sep 1, 2017	Referring ExpressionText Generation	—Unverified
Generating titles for millions of browse pages on an e-Commerce site	Sep 1, 2017	Automatic Post-EditingMachine Translation	—Unverified
Generating Text with Correct Verb Conjugation: Proposal for a New Automatic Conjugator with NooJ	Sep 1, 2017	Text Generation	—Unverified
Textually Summarising Incomplete Data	Sep 1, 2017	Text Generation	—Unverified
Evaluating an Automata Approach to Query Containment	Sep 1, 2017	Automated Theorem ProvingText Generation	—Unverified
Language Generation from DB Query	Sep 1, 2017	Machine TranslationText Generation	—Unverified
The Code2Text Challenge: Text Generation in Source Libraries	Sep 1, 2017	Data-to-Text GenerationText Generation	—Unverified
Neural Response Generation for Customer Service based on Personality Traits	Sep 1, 2017	Response GenerationText Generation	—Unverified
Neural Paraphrase Generation using Transfer Learning	Sep 1, 2017	Machine TranslationNatural Language Inference	—Unverified
A model of suspense for narrative generation	Sep 1, 2017	modelSentence	—Unverified
PASS: A Dutch data-to-text system for soccer, targeted towards specific audiences	Sep 1, 2017	Data-to-Text GenerationText Generation	—Unverified
Investigating the content and form of referring expressions in Mandarin: introducing the Mtuna corpus	Sep 1, 2017	FormText Generation	—Unverified
Shared Task Proposal: Multilingual Surface Realization Using Universal Dependency Trees	Sep 1, 2017	Machine TranslationPOS	—Unverified
A Survey on Intelligent Poetry Generation: Languages, Features, Techniques, Reutilisation and Evaluation	Sep 1, 2017	Text Generation	—Unverified
Personalized Questions, Answers and Grammars: Aiding the Search for Relevant Web Information	Sep 1, 2017	Text Generation	—Unverified
Exploring the Behavior of Classic REG Algorithms in the Description of Characters in 3D Images	Sep 1, 2017	Image DescriptionReferring Expression	—Unverified
The WebNLG Challenge: Generating Text from RDF Data	Sep 1, 2017	Referring ExpressionReferring expression generation	—Unverified
Using a Graph-based Coherence Model in Document-Level Machine Translation	Sep 1, 2017	Document Level Machine TranslationMachine Translation	—Unverified
Assessing the Stylistic Properties of Neurally Generated Text in Authorship Attribution	Sep 1, 2017	AttributeAuthorship Attribution	—Unverified
Using Electronic Dictionaries and NooJ to Generate Sentences Containing English Phrasal Verbs	Sep 1, 2017	Text Generation	—Unverified
Data-Driven News Generation for Automated Journalism	Sep 1, 2017	ArticlesNews Generation	—Unverified
Using Gaze to Predict Text Readability	Sep 1, 2017	Machine TranslationMulti-Task Learning	—Unverified
Using Serious Games to Correct French Dictations: Proposal for a New Unity3D/NooJ Connector	Sep 1, 2017	Active LearningText Generation	—Unverified
Natural Language Descriptions for Human Activities in Video Streams	Sep 1, 2017	Action RecognitionLanguage Modeling	—Unverified
SaToS: Assessing and Summarising Terms of Services from German Webshops	Sep 1, 2017	Text Generation	—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