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 5251–5275 of 5335 papers

Title	Date	Tasks	Status
A Novel Discriminative Framework for Sentence-Level Discourse Analysis	Jul 1, 2012	Question AnsweringSentence	—Unverified
Using Discourse Information for Paraphrase Extraction	Jul 1, 2012	Document SummarizationMachine Translation	—Unverified
Exact Sampling and Decoding in High-Order Hidden Markov Models	Jul 1, 2012	Language ModellingMachine Translation	—Unverified
Aligning Predicates across Monolingual Comparable Texts using Graph-based Clustering	Jul 1, 2012	ClusteringText Generation	—Unverified
Optimising Incremental Dialogue Decisions Using Information Density for Interactive Systems	Jul 1, 2012	Decision MakingDialogue Management	—Unverified
Monolingual Distributional Similarity for Text-to-Text Generation	Jul 1, 2012	Document SummarizationMulti-Document Summarization	—Unverified
Fully Abstractive Approach to Guided Summarization	Jul 1, 2012	Abstractive Text SummarizationSentence Compression	—Unverified
Corpus-based Interpretation of Instructions in Virtual Environments	Jul 1, 2012	Domain AdaptationText Generation	—Unverified
Concept-to-text Generation via Discriminative Reranking	Jul 1, 2012	Concept-To-Text GenerationReranking	—Unverified
Collective Generation of Natural Image Descriptions	Jul 1, 2012	Text Generation	—Unverified
Joint Learning of a Dual SMT System for Paraphrase Generation	Jul 1, 2012	Machine TranslationParaphrase Generation	—Unverified
Nomao : un moteur de recherche g\'eolocalis\'e sp\'ecialis\'e dans la recommandation de lieux et l'e-r\'eputation (Nomao : a geolocalized search engine dedicated to place recommendation and e-reputation) [in French]	Jun 1, 2012	Information RetrievalOpinion Mining	—Unverified
Synth\`ese de texte avec le logiciel Syntox (Automated generation of text with Syntox) [in French]	Jun 1, 2012	Text Generation	—Unverified
Unsupervised Content Discovery from Concise Summaries	Jun 1, 2012	Domain AdaptationText Generation	—Unverified
Generating Situated Assisting Utterances to Facilitate Tactile-Map Understanding: A Prototype System	Jun 1, 2012	Text Generation	—Unverified
Offline Sentence Processing Measures for testing Readability with Users	Jun 1, 2012	Machine TranslationSentence	—Unverified
Detection and Correction of Preposition and Determiner Errors in English: HOO 2012	Jun 1, 2012	Text Generation	—Unverified
Comparing HMMs and Bayesian Networks for Surface Realisation	Jun 1, 2012	Decision MakingHierarchical Reinforcement Learning	—Unverified
Unsupervised Concept-to-text Generation with Hypergraphs	Jun 1, 2012	Concept-To-Text GenerationFeature Engineering	—Unverified
On-Demand Distributional Semantic Distance and Paraphrasing	Jun 1, 2012	Document SummarizationInformation Retrieval	—Unverified
NOMIT: Automatic Titling by Nominalizing	Jun 1, 2012	Text Generation	—Unverified
On The Feasibility of Open Domain Referring Expression Generation Using Large Scale Folksonomies	Jun 1, 2012	Document SummarizationMulti-Document Summarization	—Unverified
A Repository of Data and Evaluation Resources for Natural Language Generation	May 1, 2012	Data-to-Text GenerationMachine Translation	—Unverified
Le Petit Prince in UNL	May 1, 2012	Information RetrievalMachine Translation	—Unverified
Generation of Verbal Stems in Derivationally Rich Language	May 1, 2012	Text Generationvalid	—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