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 3826–3850 of 5335 papers

Title	Date	Tasks	Status	Hype
Bridging the Structural Gap Between Encoding and Decoding for Data-To-Text Generation	Jul 1, 2020	Data-to-Text GenerationDecoder	—Unverified	0
Heterogeneous Graph Transformer for Graph-to-Sequence Learning	Jul 1, 2020	AMR-to-Text GenerationGraph-to-Sequence	—Unverified	0
Automatic Generation of Citation Texts in Scholarly Papers: A Pilot Study	Jul 1, 2020	Text Generation	—Unverified	0
Adversarial Mutual Information for Text Generation	Jun 30, 2020	Text Generation	CodeCode Available	0
Technical Report: Auxiliary Tuning and its Application to Conditional Text Generation	Jun 30, 2020	Conditional Text GenerationLanguage Modeling	—Unverified	0
Building Production-Quality NLG Models with Minimal Labelled Data	Jun 29, 2020	Text Generation	—Unverified	0
Learning Sparse Prototypes for Text Generation	Jun 29, 2020	Language ModelingLanguage Modelling	CodeCode Available	1
Evaluation of Text Generation: A Survey	Jun 26, 2020	nlg evaluationSurvey	—Unverified	0
Neural Machine Translation For Paraphrase Generation	Jun 25, 2020	DecoderMachine Translation	—Unverified	0
Automating Text Naturalness Evaluation of NLG Systems	Jun 23, 2020	Text Generation	—Unverified	0
Unsupervised Evaluation of Interactive Dialog with DialoGPT	Jun 23, 2020	Dialogue EvaluationOpen-Domain Dialog	CodeCode Available	1
Shared Task on Evaluating Accuracy in Natural Language Generation	Jun 22, 2020	Text Generation	—Unverified	0
Efficient text generation of user-defined topic using generative adversarial networks	Jun 22, 2020	SentenceText Generation	—Unverified	0
Off-Policy Self-Critical Training for Transformer in Visual Paragraph Generation	Jun 21, 2020	Image CaptioningReinforcement Learning (RL)	—Unverified	0
Explainable and Discourse Topic-aware Neural Language Understanding	Jun 18, 2020	Document ClassificationLanguage Modeling	CodeCode Available	0
Record-to-Text Generation with Style Imitation	Jun 17, 2020	SentenceText Generation	—Unverified	0
Automatically Ranked Russian Paraphrase Corpus for Text Generation	Jun 17, 2020	Paraphrase GenerationSentence	—Unverified	0
De-Anonymizing Text by Fingerprinting Language Generation	Jun 17, 2020	Text Generation	—Unverified	0
Fine-grained Sentiment Controlled Text Generation	Jun 17, 2020	AttributeText Generation	—Unverified	0
Modeling Graph Structure via Relative Position for Text Generation from Knowledge Graphs	Jun 16, 2020	Data-to-Text GenerationDecoder	—Unverified	0
A Hybrid Natural Language Generation System Integrating Rules and Deep Learning Algorithms	Jun 15, 2020	Text Generation	—Unverified	0
Evidence-Aware Inferential Text Generation with Vector Quantised Variational AutoEncoder	Jun 15, 2020	Common Sense ReasoningDecoder	CodeCode Available	1
Learning Latent Space Energy-Based Prior Model	Jun 15, 2020	Anomaly Detectionmodel	CodeCode Available	1
A Generative Model for Joint Natural Language Understanding and Generation	Jun 12, 2020	Natural Language UnderstandingTask-Oriented Dialogue Systems	CodeCode Available	1
Improving GAN Training with Probability Ratio Clipping and Sample Reweighting	Jun 12, 2020	Image GenerationStyle Transfer	CodeCode Available	1

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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