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

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Showing 3851–3875 of 5335 papers

Title	Date	Tasks	Status
Summarize, Outline, and Elaborate: Long-Text Generation via Hierarchical Supervision from Extractive Summaries	Oct 14, 2020	Text Generation	—Unverified
Improving Text Generation Evaluation with Batch Centering and Tempered Word Mover Distance	Oct 13, 2020	Text Generation	—Unverified
Random Network Distillation as a Diversity Metric for Both Image and Text Generation	Oct 13, 2020	DiversityImage Generation	—Unverified
A Sentiment-Controllable Topic-to-Essay Generator with Topic Knowledge Graph	Oct 12, 2020	DecoderDiversity	—Unverified
Improving Text Generation with Student-Forcing Optimal Transport	Oct 12, 2020	Machine TranslationText Generation	—Unverified
Controlled Hallucinations: Learning to Generate Faithfully from Noisy Data	Oct 12, 2020	Text Generation	—Unverified
Controllable Multi-Character Psychology-Oriented Story Generation	Oct 11, 2020	SentenceStory Generation	CodeCode Available
Adversarial Self-Supervised Data-Free Distillation for Text Classification	Oct 10, 2020	ClassificationGeneral Classification	—Unverified
Online Back-Parsing for AMR-to-Text Generation	Oct 9, 2020	AMR-to-Text GenerationData-to-Text Generation	CodeCode Available
Mark-Evaluate: Assessing Language Generation using Population Estimation Methods	Oct 9, 2020	DiversityMachine Translation	—Unverified
Lightweight, Dynamic Graph Convolutional Networks for AMR-to-Text Generation	Oct 9, 2020	Abstract Meaning RepresentationAMR-to-Text Generation	CodeCode Available
A Cascade Approach to Neural Abstractive Summarization with Content Selection and Fusion	Oct 8, 2020	Abstractive Text SummarizationNews Summarization	CodeCode Available
Towards Understanding Sample Variance in Visually Grounded Language Generation: Evaluations and Observations	Oct 7, 2020	Text Generation	—Unverified
Narrative Text Generation with a Latent Discrete Plan	Oct 7, 2020	DecoderSentence	CodeCode Available
Toward Stance-based Personas for Opinionated Dialogues	Oct 7, 2020	Text Generation	—Unverified
Help! Need Advice on Identifying Advice	Oct 6, 2020	Text Generation	CodeCode Available
Learning Visual-Semantic Embeddings for Reporting Abnormal Findings on Chest X-rays	Oct 6, 2020	ClusteringCross-Modal Retrieval	—Unverified
Stepwise Extractive Summarization and Planning with Structured Transformers	Oct 6, 2020	Extractive SummarizationSentence	CodeCode Available
CAT-Gen: Improving Robustness in NLP Models via Controlled Adversarial Text Generation	Oct 5, 2020	Adversarial TextAttribute	—Unverified
PAIR: Planning and Iterative Refinement in Pre-trained Transformers for Long Text Generation	Oct 5, 2020	SentenceText Generation	—Unverified
Viable Threat on News Reading: Generating Biased News Using Natural Language Models	Oct 5, 2020	ArticlesText Generation	—Unverified
DLGNet-Task: An End-to-end Neural Network Framework for Modeling Multi-turn Multi-domain Task-Oriented Dialogue	Oct 4, 2020	Dialogue GenerationNatural Language Understanding	—Unverified
MEGATRON-CNTRL: Controllable Story Generation with External Knowledge Using Large-Scale Language Models	Oct 2, 2020	DiversitySentence	—Unverified
Continual Learning for Natural Language Generation in Task-oriented Dialog Systems	Oct 2, 2020	Continual LearningText Generation	—Unverified
融合目标端句法的AMR-to-Text生成(AMR-to-Text Generation with Target Syntax)	Oct 1, 2020	AMR-to-Text GenerationText Generation	—Unverified

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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