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 4476–4500 of 5335 papers

Title	Date	Tasks	Status
Text Morphing	Sep 30, 2018	SentenceText Generation	—Unverified
SALSA-TEXT : self attentive latent space based adversarial text generation	Sep 28, 2018	Adversarial TextImage Generation	—Unverified
GraphSeq2Seq: Graph-Sequence-to-Sequence for Neural Machine Translation	Sep 27, 2018	DecoderImage Captioning	—Unverified
Hierarchically-Structured Variational Autoencoders for Long Text Generation	Sep 27, 2018	DecoderSentence	—Unverified
TopicGAN: Unsupervised Text Generation from Explainable Latent Topics	Sep 27, 2018	Image GenerationText Generation	—Unverified
Discrete Structural Planning for Generating Diverse Translations	Sep 27, 2018	DiversityMachine Translation	—Unverified
A bird's eye view on coherence, and a worm's eye view on cohesion	Sep 27, 2018	Language ModelingLanguage Modelling	—Unverified
Differentiable Expected BLEU for Text Generation	Sep 27, 2018	Image CaptioningMachine Translation	—Unverified
Fast and Simple Mixture of Softmaxes with BPE and Hybrid-LightRNN for Language Generation	Sep 25, 2018	Image CaptioningMachine Translation	CodeCode Available
Sentence-Level Fluency Evaluation: References Help, But Can Be Spared!	Sep 24, 2018	Language ModelingLanguage Modelling	—Unverified
Investigating Linguistic Pattern Ordering in Hierarchical Natural Language Generation	Sep 19, 2018	DecoderSentence	CodeCode Available
Adversarial Text Generation via Feature-Mover's Distance	Sep 17, 2018	Adversarial TextStyle Transfer	CodeCode Available
SQL-to-Text Generation with Graph-to-Sequence Model	Sep 14, 2018	Graph-to-SequenceSQL-to-Text	CodeCode Available
Characterizing Variation in Crowd-Sourced Data for Training Neural Language Generators to Produce Stylistically Varied Outputs	Sep 14, 2018	Text Generation	—Unverified
End-to-end Image Captioning Exploits Multimodal Distributional Similarity	Sep 11, 2018	Image CaptioningText Generation	—Unverified
Operations Guided Neural Networks for High Fidelity Data-To-Text Generation	Sep 8, 2018	Data-to-Text GenerationDecoder	CodeCode Available
Top-down Tree Structured Decoding with Syntactic Connections for Neural Machine Translation and Parsing	Sep 6, 2018	Constituency ParsingDecoder	—Unverified
Describing a Knowledge Base	Sep 6, 2018	Data-to-Text GenerationKB-to-Language Generation	CodeCode Available
Data-to-Text Generation with Content Selection and Planning	Sep 3, 2018	Data-to-Text GenerationDescriptive	CodeCode Available
A Structured Review of the Validity of BLEU	Sep 1, 2018	DiagnosticMachine Translation	—Unverified
When to Finish? Optimal Beam Search for Neural Text Generation (modulo beam size)	Aug 31, 2018	Image CaptioningMachine Translation	—Unverified
Learning Neural Templates for Text Generation	Aug 30, 2018	DecoderText Generation	CodeCode Available
Guided Neural Language Generation for Abstractive Summarization using Abstract Meaning Representation	Aug 28, 2018	Abstractive Text SummarizationAbstract Meaning Representation	CodeCode Available
Multi-Reference Training with Pseudo-References for Neural Translation and Text Generation	Aug 28, 2018	Image CaptioningMachine Translation	—Unverified
Natural Language Generation with Neural Variational Models	Aug 27, 2018	Text Generation	CodeCode Available

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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