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 5126–5150 of 5335 papers

Title	Date	Tasks	Status
Semi-supervised methods for expanding psycholinguistics norms by integrating distributional similarity with the structure of WordNet	May 1, 2014	Image RetrievalInformation Retrieval	—Unverified
A Comparative Evaluation Methodology for NLG in Interactive Systems	May 1, 2014	Text Generation	—Unverified
The CUHK Discourse TreeBank for Chinese: Annotating Explicit Discourse Connectives for the Chinese TreeBank	May 1, 2014	Part-Of-Speech TaggingQuestion Answering	—Unverified
Aligning Predicate-Argument Structures for Paraphrase Fragment Extraction	May 1, 2014	Document SummarizationMachine Translation	—Unverified
Valency and Word Order in Czech --- A Corpus Probe	May 1, 2014	Machine TranslationSentence	—Unverified
A multimodal interpreter for 3D visualization and animation of verbal concepts	May 1, 2014	Text Generation	—Unverified
A Multimodal Corpus of Rapid Dialogue Games	May 1, 2014	Dialogue ManagementManagement	—Unverified
How to Tell a Schneemann from a Milchmann: An Annotation Scheme for Compound-Internal Relations	May 1, 2014	Information RetrievalMachine Translation	—Unverified
Aggregation methods for efficient collocation detection	May 1, 2014	Machine TranslationText Classification	—Unverified
Generating Natural Language Descriptions from OWL Ontologies: the NaturalOWL System	Apr 24, 2014	SentenceText Generation	—Unverified
Click or Type: An Analysis of Wizard's Interaction for Future Wizard Interface Design	Apr 1, 2014	Dialogue ManagementSpeech Recognition	—Unverified
A Supervised Model for Extraction of Multiword Expressions, Based on Statistical Context Features	Apr 1, 2014	Cross-Lingual Information RetrievalInformation Retrieval	—Unverified
Information Structure Prediction for Visual-world Referring Expressions	Apr 1, 2014	PredictionText Generation	—Unverified
A Natural Language Instructor for pedestrian navigation based in generation by selection	Apr 1, 2014	Question AnsweringText Generation	—Unverified
Incremental Query Generation	Apr 1, 2014	Language ModellingText Generation	—Unverified
PARADIGM: Paraphrase Diagnostics through Grammar Matching	Apr 1, 2014	Machine TranslationQuestion Answering	—Unverified
Mining human interactions to construct a virtual guide for a virtual fair	Apr 1, 2014	ChatbotText Generation	—Unverified
Studying the Semantic Context of two Dutch Causal Connectives	Apr 1, 2014	Sentiment AnalysisText Generation	—Unverified
Finding middle ground? Multi-objective Natural Language Generation from time-series data	Apr 1, 2014	Text GenerationTime Series	—Unverified
An eye-tracking evaluation of some parser complexity metrics	Apr 1, 2014	Text Generation	—Unverified
Machine Learning of Phonologically Conditioned Noun Declensions For Tamil Morphological Generators	Feb 14, 2014	BIG-bench Machine LearningText Generation	—Unverified
OntoVerbal: a Generic Tool and Practical Application to SNOMED CT	Dec 10, 2013	Text Generation	—Unverified
A Corpus-based Approach to Linguistic Function	Nov 1, 2013	Text Generation	—Unverified
Basic Principles for Segmenting Thai EDUs	Nov 1, 2013	Machine TranslationText Generation	—Unverified
Predicting the Resolution of Referring Expressions from User Behavior	Oct 1, 2013	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