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 4026–4050 of 5335 papers

Title	Date	Tasks	Status
Adding A Filter Based on The Discriminator to Improve Unconditional Text Generation	Apr 5, 2020	Language ModellingText Generation	CodeCode Available
CG-BERT: Conditional Text Generation with BERT for Generalized Few-shot Intent Detection	Apr 4, 2020	Conditional Text GenerationIntent Detection	—Unverified
Abstractive Summarization with Combination of Pre-trained Sequence-to-Sequence and Saliency Models	Mar 29, 2020	Abstractive Text SummarizationText Generation	—Unverified
Heavy-tailed Representations, Text Polarity Classification & Data Augmentation	Mar 25, 2020	AttributeClassification	—Unverified
Unsupervised Pidgin Text Generation By Pivoting English Data and Self-Training	Mar 18, 2020	Data-to-Text GenerationMachine Translation	—Unverified
Generating Major Types of Chinese Classical Poetry in a Uniformed Framework	Mar 13, 2020	FormText Generation	—Unverified
Meta-CoTGAN: A Meta Cooperative Training Paradigm for Improving Adversarial Text Generation	Mar 12, 2020	Adversarial TextDiversity	—Unverified
Generating Natural Language Adversarial Examples on a Large Scale with Generative Models	Mar 10, 2020	Adversarial TextGeneral Classification	—Unverified
Style Example-Guided Text Generation using Generative Adversarial Transformers	Mar 2, 2020	DecoderSentence	—Unverified
Towards information-rich, logical text generation with knowledge-enhanced neural models	Mar 2, 2020	Text Generation	—Unverified
Generating Followup Questions for Interpretable Multi-hop Question Answering	Feb 27, 2020	Multi-hop Question AnsweringQuestion Answering	—Unverified
What BERT Sees: Cross-Modal Transfer for Visual Question Generation	Feb 25, 2020	Question GenerationQuestion-Generation	—Unverified
GRET: Global Representation Enhanced Transformer	Feb 24, 2020	DecoderMachine Translation	—Unverified
Modelling Latent Skills for Multitask Language Generation	Feb 21, 2020	Few-Shot LearningText Generation	—Unverified
Gaussian Smoothen Semantic Features (GSSF) -- Exploring the Linguistic Aspects of Visual Captioning in Indian Languages (Bengali) Using MSCOCO Framework	Feb 16, 2020	DiversityImage Captioning	—Unverified
CBAG: Conditional Biomedical Abstract Generation	Feb 13, 2020	Abstract generationDescriptive	—Unverified
Learning to Compare for Better Training and Evaluation of Open Domain Natural Language Generation Models	Feb 12, 2020	Natural Language UnderstandingResponse Generation	—Unverified
Limits of Detecting Text Generated by Large-Scale Language Models	Feb 9, 2020	Language ModelingLanguage Modelling	—Unverified
Multimodal Matching Transformer for Live Commenting	Feb 7, 2020	DecoderText Generation	—Unverified
Self-Adversarial Learning with Comparative Discrimination for Text Generation	Jan 31, 2020	DiversitySentence	—Unverified
Incorporating Joint Embeddings into Goal-Oriented Dialogues with Multi-Task Learning	Jan 28, 2020	DecoderGoal-Oriented Dialog	CodeCode Available
Exploration Based Language Learning for Text-Based Games	Jan 24, 2020	Imitation Learningtext-based games	—Unverified
Reducing Non-Normative Text Generation from Language Models	Jan 23, 2020	Language Modellingreinforcement-learning	—Unverified
Variational Hierarchical Dialog Autoencoder for Dialog State Tracking Data Augmentation	Jan 23, 2020	Data Augmentationdialog state tracking	CodeCode Available
Normalization of Input-output Shared Embeddings in Text Generation Models	Jan 22, 2020	de-enMachine Translation	—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