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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 4926–4950 of 5335 papers

Title	Date	Tasks	Status	Hype
Chinese Couplet Generation with Neural Network Structures	Aug 1, 2016	Language ModelingLanguage Modelling	—Unverified	0
DocChat: An Information Retrieval Approach for Chatbot Engines Using Unstructured Documents	Aug 1, 2016	ChatbotCommunity Question Answering	—Unverified	0
Crowd-sourcing NLG Data: Pictures Elicit Better Data	Aug 1, 2016	Text Generation	—Unverified	0
Modeling Context in Referring Expressions	Jul 31, 2016	Referring ExpressionReferring expression generation	CodeCode Available	1
Synthetic Language Generation and Model Validation in BEAST2	Jul 27, 2016	modelText Generation	—Unverified	0
An Actor-Critic Algorithm for Sequence Prediction	Jul 24, 2016	Caption GenerationMachine Translation	CodeCode Available	0
Neural Sentence Ordering	Jul 23, 2016	Document SummarizationMulti-Document Summarization	—Unverified	0
Natural Language Generation as Planning under Uncertainty Using Reinforcement Learning	Jun 15, 2016	reinforcement-learningReinforcement Learning	—Unverified	0
Learning to Generate Compositional Color Descriptions	Jun 13, 2016	Language ModelingLanguage Modelling	CodeCode Available	0
Natural Language Generation in Dialogue using Lexicalized and Delexicalized Data	Jun 11, 2016	DecoderSentence	—Unverified	0
Conditional Generation and Snapshot Learning in Neural Dialogue Systems	Jun 10, 2016	Text Generation	—Unverified	0
Natural Language Generation enhances human decision-making with uncertain information	Jun 10, 2016	Decision MakingDecision Making Under Uncertainty	—Unverified	0
Sequence-to-Sequence Learning as Beam-Search Optimization	Jun 9, 2016	Language ModelingLanguage Modelling	CodeCode Available	0
Neural Net Models for Open-Domain Discourse Coherence	Jun 5, 2016	Text Generation	CodeCode Available	0
Multiresolution Recurrent Neural Networks: An Application to Dialogue Response Generation	Jun 2, 2016	Dialogue GenerationResponse Generation	CodeCode Available	0
Argument linking in LTAG: A constraint-based implementation with XMG	Jun 1, 2016	Text Generation	—Unverified	0
Automatic Text Generation by Learning from Literary Structures	Jun 1, 2016	Common Sense ReasoningText Generation	—Unverified	0
Deterministic natural language generation from meaning representations for machine translation	Jun 1, 2016	Machine TranslationSemantic Parsing	—Unverified	0
Individual Variation in the Choice of Referential Form	Jun 1, 2016	FormText Generation	—Unverified	0
Recent Progress in Deep Learning for NLP	Jun 1, 2016	Deep LearningMachine Translation	—Unverified	0
Incorporating Side Information into Recurrent Neural Network Language Models	Jun 1, 2016	Image CaptioningLanguage Modelling	—Unverified	0
Generation from Abstract Meaning Representation using Tree Transducers	Jun 1, 2016	Abstract Meaning RepresentationLanguage Modeling	—Unverified	0
Experiments in Linear Template Combination using Genetic Algorithms	May 24, 2016	SentenceText Generation	—Unverified	0
Fuzzy Sets Across the Natural Language Generation Pipeline	May 17, 2016	Text Generation	—Unverified	0
The Methodius Corpus of Rhetorical Discourse Structures and Generated Texts	May 1, 2016	Referring ExpressionReferring expression generation	—Unverified	0

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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