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 4151–4175 of 5335 papers

Title	Date	Tasks	Status	Hype
CTRL: A Conditional Transformer Language Model for Controllable Generation	Sep 11, 2019	Language ModelingLanguage Modelling	CodeCode Available	1
Select and Attend: Towards Controllable Content Selection in Text Generation	Sep 10, 2019	DecoderHeadline Generation	CodeCode Available	1
Counterfactual Story Reasoning and Generation	Sep 9, 2019	counterfactualCounterfactual Reasoning	CodeCode Available	0
Out-of-domain Detection for Natural Language Understanding in Dialog Systems	Sep 9, 2019	Generative Adversarial NetworkNatural Language Understanding	CodeCode Available	1
Transfer Reward Learning for Policy Gradient-Based Text Generation	Sep 9, 2019	Conditional Text GenerationImage Captioning	—Unverified	0
Conditional Text Generation for Harmonious Human-Machine Interaction	Sep 8, 2019	Conditional Text GenerationText Generation	—Unverified	0
Story Realization: Expanding Plot Events into Sentences	Sep 8, 2019	Event ExpansionSentence	CodeCode Available	0
Building Task-Oriented Visual Dialog Systems Through Alternative Optimization Between Dialog Policy and Language Generation	Sep 6, 2019	DecoderReinforcement Learning	—Unverified	0
TransSent: Towards Generation of Structured Sentences with Discourse Marker	Sep 5, 2019	Dialogue GenerationSentence	—Unverified	0
MoverScore: Text Generation Evaluating with Contextualized Embeddings and Earth Mover Distance	Sep 5, 2019	Data-to-Text GenerationImage Captioning	CodeCode Available	0
Table-to-Text Generation with Effective Hierarchical Encoder on Three Dimensions (Row, Column and Time)	Sep 5, 2019	Table-to-Text GenerationText Generation	CodeCode Available	0
Encode, Tag, Realize: High-Precision Text Editing	Sep 3, 2019	Abstractive Text SummarizationDecoder	CodeCode Available	0
Data-Driven Approach to Encoding and Decoding 3-D Crystal Structures	Sep 3, 2019	DecoderDrug Discovery	CodeCode Available	0
The Woman Worked as a Babysitter: On Biases in Language Generation	Sep 3, 2019	Language ModelingLanguage Modelling	CodeCode Available	1
Sentence-Level Content Planning and Style Specification for Neural Text Generation	Sep 2, 2019	Abstract generationArticles	—Unverified	0
The Impact of Rule-Based Text Generation on the Quality of Abstractive Summaries	Sep 1, 2019	Abstractive Text SummarizationInformativeness	—Unverified	0
Personality-dependent Neural Text Summarization	Sep 1, 2019	Abstractive Text SummarizationText Generation	—Unverified	0
Enhancing AMR-to-Text Generation with Dual Graph Representations	Sep 1, 2019	Abstract Meaning RepresentationAMR-to-Text Generation	CodeCode Available	0
Modeling Graph Structure in Transformer for Better AMR-to-Text Generation	Aug 31, 2019	Abstract Meaning RepresentationAMR-to-Text Generation	CodeCode Available	0
Generating Personalized Recipes from Historical User Preferences	Aug 31, 2019	Recipe GenerationText Generation	CodeCode Available	0
Autoregressive Text Generation Beyond Feedback Loops	Aug 30, 2019	SentenceText Generation	CodeCode Available	0
Implicit Deep Latent Variable Models for Text Generation	Aug 30, 2019	Language ModelingLanguage Modelling	CodeCode Available	0
DeepCopy: Grounded Response Generation with Hierarchical Pointer Networks	Aug 28, 2019	DecoderMachine Translation	—Unverified	0
Image Captioning with Sparse Recurrent Neural Network	Aug 28, 2019	Image CaptioningText Generation	CodeCode Available	1
Measuring Patent Claim Generation by Span Relevancy	Aug 26, 2019	Language ModellingNatural Language Inference	—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