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 5051–5075 of 5335 papers

Title	Date	Tasks	Status
Translating Videos to Natural Language Using Deep Recurrent Neural Networks	Dec 15, 2014	SentenceText Generation	—Unverified
Reading Text in the Wild with Convolutional Neural Networks	Dec 4, 2014	Image RetrievalRegion Proposal	—Unverified
Stochastic Language Generation in Dialogue using Factored Language Models	Dec 1, 2014	Text Generation	—Unverified
A Domain-Restricted, Rule Based, English-Hindi Machine Translation System Based on Dependency Parsing	Dec 1, 2014	Dependency ParsingMachine Translation	—Unverified
Linguistic Descriptions for Automatic Generation of Textual Short-Term Weather Forecasts on Real Prediction Data	Nov 18, 2014	Text Generation	—Unverified
A Comparative Study of Weighting Schemes for the Interpretation of Spoken Referring Expressions	Nov 1, 2014	Spoken Language UnderstandingText Generation	—Unverified
Unsupervised Sentence Enhancement for Automatic Summarization	Oct 1, 2014	Abstractive Text SummarizationCoreference Resolution	—Unverified
Syntactic SMT Using a Discriminative Text Generation Model	Oct 1, 2014	Machine TranslationText Generation	—Unverified
Exploration of the Impact of Maximum Entropy in Recurrent Neural Network Language Models for Code-Switching Speech	Oct 1, 2014	Language ModellingSpeech Recognition	—Unverified
Using graph transformation algorithms to generate natural language equivalents of icons expressing medical concepts	Sep 26, 2014	Text Generation	—Unverified
A Two-Stage Approach for Computing Associative Responses to a Set of Stimulus Words	Aug 1, 2014	Information RetrievalText Generation	—Unverified
The Last 10 Metres: Using Visual Analysis and Verbal Communication in Guiding Visually Impaired Smartphone Users to Entrances	Aug 1, 2014	Text Generation	—Unverified
A Dependency Edge-based Transfer Model for Statistical Machine Translation	Aug 1, 2014	Machine TranslationText Generation	—Unverified
Learning when to point: A data-driven approach	Aug 1, 2014	Text Generation	—Unverified
Modelling the Semantics of Adjectives in the Ontology-Lexicon Interface	Aug 1, 2014	Question AnsweringText Generation	—Unverified
Towards Succinct and Relevant Image Descriptions	Aug 1, 2014	Image CaptioningText Generation	—Unverified
See No Evil, Say No Evil: Description Generation from Densely Labeled Images	Aug 1, 2014	Activity RecognitionObject Recognition	—Unverified
How the Voynich Manuscript was created	Jul 24, 2014	RelationText Generation	—Unverified
Understanding Zipf's law of word frequencies through sample-space collapse in sentence formation	Jul 17, 2014	SentenceText Generation	—Unverified
Text Generation: Reexamining G-TAG with Abstract Categorial Grammars (G\'en\'eration de textes : G-TAG revisit\'e avec les Grammaires Cat\'egorielles Abstraites) [in French]	Jul 1, 2014	TAGText Generation	—Unverified
Automatic Detection of Document Organizational Structure from Visual and Lexical Markers (D\'etection automatique de la structure organisationnelle de documents \`a partir de marqueurs visuels et lexicaux) [in French]	Jul 1, 2014	Text Generation	—Unverified
A Multiplicative Model for Learning Distributed Text-Based Attribute Representations	Jun 10, 2014	AttributeAuthorship Attribution	—Unverified
Controlled Natural Language Generation from a Multilingual FrameNet-based Grammar	Jun 10, 2014	Text Generation	—Unverified
Explaining Violation Traces with Finite State Natural Language Generation Models	Jun 9, 2014	Text Generation	—Unverified
Toward verbalizing ontologies in isiZulu	Jun 7, 2014	Machine TranslationSentence	—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