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 2826–2850 of 5335 papers

Title	Date	Tasks	Status	Hype
Leveraging Reaction-aware Substructures for Retrosynthesis Analysis	Apr 12, 2022	Decision MakingMachine Translation	CodeCode Available	1
Toward More Effective Human Evaluation for Machine Translation	Apr 11, 2022	Machine TranslationText Generation	—Unverified	0
TRUE: Re-evaluating Factual Consistency Evaluation	Apr 11, 2022	Question GenerationQuestion-Generation	CodeCode Available	4
A Call for Clarity in Beam Search: How It Works and When It Stops	Apr 11, 2022	Machine TranslationText Generation	CodeCode Available	1
Uniform Complexity for Text Generation	Apr 11, 2022	Machine TranslationQuestion Answering	CodeCode Available	0
A Generative Language Model for Few-shot Aspect-Based Sentiment Analysis	Apr 11, 2022	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	1
Regularization-based Pruning of Irrelevant Weights in Deep Neural Architectures	Apr 11, 2022	image-classificationImage Classification	CodeCode Available	0
Explanation Graph Generation via Pre-trained Language Models: An Empirical Study with Contrastive Learning	Apr 11, 2022	Contrastive LearningGraph Generation	CodeCode Available	1
PSP: Pre-trained Soft Prompts for Few-Shot Abstractive Summarization	Apr 9, 2022	Abstractive Text SummarizationDecoder	—Unverified	0
BioBART: Pretraining and Evaluation of A Biomedical Generative Language Model	Apr 8, 2022	Entity LinkingLanguage Modeling	CodeCode Available	1
Enhance Incomplete Utterance Restoration by Joint Learning Token Extraction and Text Generation	Apr 8, 2022	Language ModelingLanguage Modelling	CodeCode Available	0
Knowledge Infused Decoding	Apr 6, 2022	counterfactualQuestion Answering	CodeCode Available	1
CLEVR-X: A Visual Reasoning Dataset for Natural Language Explanations	Apr 5, 2022	Explanation GenerationQuestion Answering	CodeCode Available	1
latent-GLAT: Glancing at Latent Variables for Parallel Text Generation	Apr 5, 2022	Text Generation	CodeCode Available	1
Diverse Text Generation via Variational Encoder-Decoder Models with Gaussian Process Priors	Apr 4, 2022	DecoderDiversity	CodeCode Available	1
Why Exposure Bias Matters: An Imitation Learning Perspective of Error Accumulation in Language Generation	Apr 3, 2022	Imitation LearningText Generation	CodeCode Available	0
CTRLEval: An Unsupervised Reference-Free Metric for Evaluating Controlled Text Generation	Apr 2, 2022	Language ModelingLanguage Modelling	CodeCode Available	1
Entity-Centric Query Refinement	Apr 2, 2022	Language ModellingRecommendation Systems	—Unverified	0
On the probability-quality paradox in language generation	Mar 31, 2022	Text Generation	—Unverified	0
Reproducibility Issues for BERT-based Evaluation Metrics	Mar 30, 2022	Machine TranslationText Generation	CodeCode Available	0
Neural Pipeline for Zero-Shot Data-to-Text Generation	Mar 30, 2022	Data-to-Text GenerationText Generation	CodeCode Available	1
On Decoding Strategies for Neural Text Generators	Mar 29, 2022	DiversityMachine Translation	—Unverified	0
Generative Design Ideation: A Natural Language Generation Approach	Mar 28, 2022	Text Generation	—Unverified	0
A Roadmap for Big Model	Mar 26, 2022	Language ModelingLanguage Modelling	—Unverified	0
Reshaping Robot Trajectories Using Natural Language Commands: A Study of Multi-Modal Data Alignment Using Transformers	Mar 25, 2022	Imitation LearningText Generation	—Unverified	0

Show:10 25 50

← PrevPage 114 of 214Next →

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