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	Hype
SQL-to-Text Generation with Graph-to-Sequence Model	Sep 14, 2018	Graph-to-SequenceSQL-to-Text	CodeCode Available	0
Characterizing Variation in Crowd-Sourced Data for Training Neural Language Generators to Produce Stylistically Varied Outputs	Sep 14, 2018	Text Generation	—Unverified	0
End-to-end Image Captioning Exploits Multimodal Distributional Similarity	Sep 11, 2018	Image CaptioningText Generation	—Unverified	0
Operations Guided Neural Networks for High Fidelity Data-To-Text Generation	Sep 8, 2018	Data-to-Text GenerationDecoder	CodeCode Available	0
Top-down Tree Structured Decoding with Syntactic Connections for Neural Machine Translation and Parsing	Sep 6, 2018	Constituency ParsingDecoder	—Unverified	0
Describing a Knowledge Base	Sep 6, 2018	Data-to-Text GenerationKB-to-Language Generation	CodeCode Available	0
Texar: A Modularized, Versatile, and Extensible Toolkit for Text Generation	Sep 4, 2018	Machine TranslationText Generation	CodeCode Available	2
Data-to-Text Generation with Content Selection and Planning	Sep 3, 2018	Data-to-Text GenerationDescriptive	CodeCode Available	0
A Structured Review of the Validity of BLEU	Sep 1, 2018	DiagnosticMachine Translation	—Unverified	0
When to Finish? Optimal Beam Search for Neural Text Generation (modulo beam size)	Aug 31, 2018	Image CaptioningMachine Translation	—Unverified	0
Learning Neural Templates for Text Generation	Aug 30, 2018	DecoderText Generation	CodeCode Available	0
Multi-Reference Training with Pseudo-References for Neural Translation and Text Generation	Aug 28, 2018	Image CaptioningMachine Translation	—Unverified	0
Guided Neural Language Generation for Abstractive Summarization using Abstract Meaning Representation	Aug 28, 2018	Abstractive Text SummarizationAbstract Meaning Representation	CodeCode Available	0
Natural Language Generation with Neural Variational Models	Aug 27, 2018	Text Generation	CodeCode Available	0
An Auto-Encoder Matching Model for Learning Utterance-Level Semantic Dependency in Dialogue Generation	Aug 27, 2018	Dialogue GenerationText Generation	CodeCode Available	0
Generating Text through Adversarial Training using Skip-Thought Vectors	Aug 27, 2018	Conditional Text GenerationLanguage Modelling	CodeCode Available	0
Improving Abstraction in Text Summarization	Aug 23, 2018	Abstractive Text SummarizationDecoder	—Unverified	0
Discrete Structural Planning for Neural Machine Translation	Aug 14, 2018	Machine TranslationSentence	—Unverified	0
Top-Down Tree Structured Text Generation	Aug 14, 2018	SentenceText Generation	—Unverified	0
Hierarchical Attention: What Really Counts in Various NLP Tasks	Aug 10, 2018	Machine Reading ComprehensionMachine Translation	CodeCode Available	0
Natural Language Generation by Hierarchical Decoding with Linguistic Patterns	Aug 8, 2018	DecoderSentence	CodeCode Available	0
Adversarial Domain Adaptation for Variational Neural Language Generation in Dialogue Systems	Aug 8, 2018	DecoderDomain Adaptation	—Unverified	0
Deep Learning for Dialogue Systems	Aug 1, 2018	Automatic Speech Recognition (ASR)Deep Learning	—Unverified	0
Pluralizing Nouns across Agglutinating Bantu Languages	Aug 1, 2018	Text Generation	—Unverified	0
Rethinking the Agreement in Human Evaluation Tasks	Aug 1, 2018	Dialogue GenerationQuestion 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 (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