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 5076–5100 of 5335 papers

Title	Date	Tasks	Status
A Template-based Abstractive Meeting Summarization: Leveraging Summary and Source Text Relationships	Jun 1, 2014	Abstractive Text SummarizationMeeting Summarization	—Unverified
Text simplification using synchronous dependency grammars: Generalising automatically harvested rules	Jun 1, 2014	Lexical SimplificationMachine Translation	—Unverified
Experimental Design to Improve Topic Analysis Based Summarization	Jun 1, 2014	Document SummarizationExperimental Design	—Unverified
Alex: Bootstrapping a Spoken Dialogue System for a New Domain by Real Users	Jun 1, 2014	Dialogue ManagementLanguage Modelling	—Unverified
Two-Stage Stochastic Natural Language Generation for Email Synthesis by Modeling Sender Style and Topic Structure	Jun 1, 2014	Dialogue GenerationText Generation	—Unverified
A language-independent method for the extraction of RDF verbalization templates	Jun 1, 2014	Relation ExtractionText Generation	—Unverified
Two-Stage Stochastic Email Synthesizer	Jun 1, 2014	Named Entity Recognition (NER)Text Generation	—Unverified
TBI-Doc: Generating Patient \& Clinician Reports from Brain Imaging Data	Jun 1, 2014	Text Generation	—Unverified
Determining Content for Unknown Users: Lessons from the MinkApp Case Study	Jun 1, 2014	Text Generation	—Unverified
A Hybrid Approach to Multi-document Summarization of Opinions in Reviews	Jun 1, 2014	Abstractive Text SummarizationDocument Summarization	—Unverified
Modeling Blame to Avoid Positive Face Threats in Natural Language Generation	Jun 1, 2014	Text Generation	—Unverified
An ACG Analysis of the G-TAG Generation Process	Jun 1, 2014	TAGText Generation	—Unverified
Generating Valence Shifted Turkish Sentences	Jun 1, 2014	Text Generation	—Unverified
Towards a Description of Symbolic Maps	Jun 1, 2014	Text Generation	—Unverified
Generating Summaries of Line Graphs	Jun 1, 2014	Intent DetectionText Generation	—Unverified
PatientNarr: Towards generating patient-centric summaries of hospital stays	Jun 1, 2014	Text Generation	—Unverified
Adapting Graph Summaries to the Users' Reading Levels	Jun 1, 2014	Text Generation	—Unverified
Adapting SimpleNLG for Brazilian Portuguese realisation	Jun 1, 2014	Text Generation	—Unverified
A Framework for Health Behavior Change using Companionable Robots	Jun 1, 2014	Text Generation	—Unverified
Crowdsourcing Language Generation Templates for Dialogue Systems	Jun 1, 2014	Machine TranslationParaphrase Generation	—Unverified
Proceedings of the 8th International Natural Language Generation Conference (INLG)	Jun 1, 2014	Text Generation	—Unverified
Proceedings of the INLG and SIGDIAL 2014 Joint Session	Jun 1, 2014	Text Generation	—Unverified
Towards Surface Realization with CCGs Induced from Dependencies	Jun 1, 2014	Semantic ParsingText Generation	—Unverified
Multi-adaptive Natural Language Generation using Principal Component Regression	Jun 1, 2014	regressionText Generation	—Unverified
Using Conceptual Spaces to Model Domain Knowledge in Data-to-Text Systems	Jun 1, 2014	Text GenerationTime Series Analysis	—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