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 3076–3100 of 5335 papers

Title	Date	Tasks	Status	Hype
Building Adaptive Acceptability Classifiers for Neural NLG	Nov 1, 2021	SentenceSynthetic Data Generation	—Unverified	0
Coupling Context Modeling with Zero Pronoun Recovering for Document-Level Natural Language Generation	Nov 1, 2021	Machine TranslationQuestion Answering	CodeCode Available	0
KFCNet: Knowledge Filtering and Contrastive Learning for Generative Commonsense Reasoning	Nov 1, 2021	Contrastive LearningDecoder	—Unverified	0
proScript: Partially Ordered Scripts Generation	Nov 1, 2021	Script GenerationText Generation	—Unverified	0
Grouped-Attention for Content-Selection and Content-Plan Generation	Nov 1, 2021	AttributeData-to-Text Generation	—Unverified	0
TWT: Table with Written Text for Controlled Data-to-Text Generation	Nov 1, 2021	Data-to-Text GenerationText Generation	—Unverified	0
Unseen Entity Handling in Complex Question Answering over Knowledge Base via Language Generation	Nov 1, 2021	Computational EfficiencyDecoder	—Unverified	0
Entity-Based Semantic Adequacy for Data-to-Text Generation	Nov 1, 2021	Data-to-Text GenerationText Generation	—Unverified	0
A practical perspective on connective generation	Nov 1, 2021	Language ModelingLanguage Modelling	—Unverified	0
Recent Advances in Natural Language Processing via Large Pre-Trained Language Models: A Survey	Nov 1, 2021	SurveyText Generation	—Unverified	0
Towards Language Modelling in the Speech Domain Using Sub-word Linguistic Units	Oct 31, 2021	Language ModellingText Generation	—Unverified	0
EventNarrative: A large-scale Event-centric Dataset for Knowledge Graph-to-Text Generation	Oct 30, 2021	KG-to-Text GenerationKnowledge Graphs	CodeCode Available	0
REBEL: Relation Extraction By End-to-end Language generation	Oct 29, 2021	Entity LinkingJoint Entity and Relation Extraction	CodeCode Available	1
From Theories on Styles to their Transfer in Text: Bridging the Gap with a Hierarchical Survey	Oct 29, 2021	ArticlesStyle Transfer	—Unverified	0
Preventing posterior collapse in variational autoencoders for text generation via decoder regularization	Oct 28, 2021	DecoderText Generation	—Unverified	0
Dynamic population-based meta-learning for multi-agent communication with natural language	Oct 27, 2021	AttributeMeta-Learning	—Unverified	0
s2s-ft: Fine-Tuning Pretrained Transformer Encoders for Sequence-to-Sequence Learning	Oct 26, 2021	Abstractive Text SummarizationQuestion Generation	—Unverified	0
Generating Watermarked Adversarial Texts	Oct 25, 2021	Adversarial AttackAdversarial Text	—Unverified	0
SciXGen: A Scientific Paper Dataset for Context-Aware Text Generation	Oct 20, 2021	Text Generation	—Unverified	0
GenNI: Human-AI Collaboration for Data-Backed Text Generation	Oct 19, 2021	DescriptiveText Generation	—Unverified	0
Unifying Multimodal Transformer for Bi-directional Image and Text Generation	Oct 19, 2021	Image GenerationImage to text	CodeCode Available	1
Permutation invariant graph-to-sequence model for template-free retrosynthesis and reaction prediction	Oct 19, 2021	Data AugmentationGraph-to-Sequence	CodeCode Available	1
BEAMetrics: A Benchmark for Language Generation Evaluation Evaluation	Oct 18, 2021	General KnowledgeInformativeness	CodeCode Available	1
The Arabic Parallel Gender Corpus 2.0: Extensions and Analyses	Oct 18, 2021	Machine TranslationText Generation	—Unverified	0
Emotion Style Transfer with a Specified Intensity Using Deep Reinforcement Learning	Oct 16, 2021	Deep Reinforcement LearningDiversity	—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 (sample)	BLEU-1	34.4	—	Unverified
2	Beam search + A*esque (beam)	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