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 4976–5000 of 5335 papers

Title	Date	Tasks	Status
Synthetic Text Generation for Sentiment Analysis	Sep 1, 2015	Sentiment AnalysisText Generation	—Unverified
Distinctive Similarity of Clausal Coordinate Ellipsis in Russian Compared to Dutch, Estonian, German, and Hungarian	Sep 1, 2015	Text Generation	—Unverified
Where Was Alexander the Great in 325 BC? Toward Understanding History Text with a World Model	Sep 1, 2015	Coreference ResolutionNatural Language Inference	—Unverified
Generating Descriptions of Spatial Relations between Objects in Images	Sep 1, 2015	Text Generation	—Unverified
Sentence Ordering in Electronic Navigational Chart Companion Text Generation	Sep 1, 2015	Coreference ResolutionSentence	—Unverified
Discriminative Syntax-Based Word Ordering for Text Generation	Sep 1, 2015	Text Generation	—Unverified
A distributed cloud-based dialog system for conversational application development	Sep 1, 2015	Speech RecognitionSpeech Synthesis	—Unverified
Translating Italian to LIS in the Rail Stations	Sep 1, 2015	Text Generation	—Unverified
Generating Lexicalization Patterns for Linked Open Data	Sep 1, 2015	Open Information ExtractionQuestion Answering	—Unverified
From the Virtual to the RealWorld: Referring to Objects in Real-World Spatial Scenes	Sep 1, 2015	Object RecognitionText Generation	—Unverified
Response Generation in Dialogue Using a Tailored PCFG Parser	Sep 1, 2015	Response GenerationText Generation	—Unverified
Synthesizing and Evaluating Animations of American Sign Language Verbs Modeled from Motion-Capture Data	Sep 1, 2015	Text Generation	—Unverified
Designing an Algorithm for Generating Named Spatial References	Sep 1, 2015	Text Generation	—Unverified
Experiments with Generative Models for Dependency Tree Linearization	Sep 1, 2015	Machine TranslationText Generation	—Unverified
JSrealB: A Bilingual Text Realizer for Web Programming	Sep 1, 2015	Text Generation	—Unverified
Japanese Word Reordering Executed Concurrently with Dependency Parsing and Its Evaluation	Sep 1, 2015	Dependency ParsingText Generation	—Unverified
A Framework for the Generation of Computer System Diagnostics in Natural Language using Finite State Methods	Sep 1, 2015	Text Generation	—Unverified
Proceedings of the 15th European Workshop on Natural Language Generation (ENLG)	Sep 1, 2015	Text Generation	—Unverified
Generating Sentence Planning Variations for Story Telling	Sep 1, 2015	SentenceText Generation	—Unverified
Discourse Planning with an N-gram Model of Relations	Sep 1, 2015	Concept-To-Text GenerationText Generation	—Unverified
Natural Language Generation from Pictographs	Sep 1, 2015	Language ModellingMachine Translation	—Unverified
Topic Transition Strategies for an Information-Giving Agent	Sep 1, 2015	Text Generation	—Unverified
Narrative Generation from Extracted Associations	Sep 1, 2015	Decision MakingText Generation	—Unverified
Reading Times Predict the Quality of Generated Text Above and Beyond Human Ratings	Sep 1, 2015	Text Generation	—Unverified
A Personal Storytelling about Your Favorite Data	Sep 1, 2015	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 (sample)	BLEU-1	34.4	—	Unverified
2	Beam search + A*esque (beam)	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