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 5301–5335 of 5335 papers

Title	Date	Tasks	Status
Sign Language Generation with Expert Systems and CCG	May 1, 2012	Text Generation	—Unverified
Reformulating student contributions in tutorial dialogue	May 1, 2012	Text Generation	—Unverified
Content Selection From Semantic Web Data	May 1, 2012	Text Generation	—Unverified
Blogging birds: Generating narratives about reintroduced species to promote public engagement	May 1, 2012	Text Generation	—Unverified
Perceptions of Alignment and Personality in Generated Dialogue	May 1, 2012	Text Generation	—Unverified
Working with Clinicians to Improve a Patient-Information NLG System	May 1, 2012	Text Generation	—Unverified
On generating coherent multilingual descriptions of museum objects from Semantic Web ontologies	May 1, 2012	Text Generation	—Unverified
Referring in Installments: A Corpus Study of Spoken Object References in an Interactive Virtual Environment	May 1, 2012	Text Generation	—Unverified
The Surface Realisation Task: Recent Developments and Future Plans	May 1, 2012	Text Generation	—Unverified
Extractive email thread summarization: Can we do better than He Said She Said?	May 1, 2012	Email Thread SummarizationOpinion Mining	—Unverified
Learning Preferences for Referring Expression Generation: Effects of Domain, Language and Algorithm	May 1, 2012	Referring ExpressionReferring expression generation	—Unverified
Optimising Incremental Generation for Spoken Dialogue Systems: Reducing the Need for Fillers	May 1, 2012	Spoken Dialogue SystemsText Generation	—Unverified
Interactive Natural Language Query Construction for Report Generation	May 1, 2012	Question AnsweringText Generation	—Unverified
MinkApp: Generating Spatio-temporal Summaries for Nature Conservation Volunteers	May 1, 2012	Text Generation	—Unverified
KBGen -- Text Generation from Knowledge Bases as a New Shared Task	May 1, 2012	Question AnsweringText Generation	—Unverified
Preface to Papers for GenChal	May 1, 2012	Text Generation	—Unverified
``Hidden semantics'': what can we learn from the names in an ontology?	May 1, 2012	Text Generation	—Unverified
Linguist's Assistant: A Multi-Lingual Natural Language Generator based on Linguistic Universals, Typologies, and Primitives	May 1, 2012	Text Generation	—Unverified
Generating Natural Language Summaries for Multimedia	May 1, 2012	Text GenerationVideo Classification	—Unverified
Towards a Surface Realization-Oriented Corpus Annotation	May 1, 2012	Text Generation	—Unverified
Planning Accessible Explanations for Entailments in OWL Ontologies	May 1, 2012	Text Generation	—Unverified
Describing Video Contents in Natural Language	Apr 1, 2012	Object DetectionObject Recognition	—Unverified
Natural Language Descriptions of Visual Scenes Corpus Generation and Analysis	Apr 1, 2012	Information RetrievalMachine Translation	—Unverified
Toward Language Independent Methodology for Generating Artwork Descriptions -- Exploring FrameNet Information	Apr 1, 2012	Text Generation	—Unverified
Midge: Generating Image Descriptions From Computer Vision Detections	Apr 1, 2012	Language ModellingText Generation	—Unverified
Inferring Selectional Preferences from Part-Of-Speech N-grams	Apr 1, 2012	Dependency ParsingMachine Translation	—Unverified
Generation of landmark-based navigation instructions from open-source data	Apr 1, 2012	Text Generation	—Unverified
Just Title It! (by an Online Application)	Apr 1, 2012	Information RetrievalText Generation	—Unverified
Syntax-Based Word Ordering Incorporating a Large-Scale Language Model	Apr 1, 2012	Language ModelingLanguage Modelling	—Unverified
Generating Numerical Approximations	Jan 1, 2012	Text Generation	—Unverified
Computational Generation of Referring Expressions: A Survey	Jan 1, 2012	SurveyText Generation	—Unverified
Individual and Domain Adaptation in Sentence Planning for Dialogue	Oct 31, 2011	Domain AdaptationSentence	—Unverified
A Survey of Paraphrasing and Textual Entailment Methods	Dec 18, 2009	ArticlesMachine Translation	—Unverified
A Novel Discourse Parser Based on Support Vector Machine Classification	Aug 2, 2009	ClassificationDiscourse Parsing	—Unverified
Sentence Fusion for Multidocument News Summarization	Jan 1, 2005	News SummarizationSentence	—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