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 4126–4150 of 5335 papers

Title	Date	Tasks	Status	Hype
Read, Attend and Comment: A Deep Architecture for Automatic News Comment Generation	Sep 26, 2019	Comment GenerationText Generation	—Unverified	0
CONTRIBUTION OF INTERNAL REFLECTION IN LANGUAGE EMERGENCE WITH AN UNDER-RESTRICTED SITUATION	Sep 25, 2019	Text Generation	—Unverified	0
A Quality-Diversity Controllable GAN for Text Generation	Sep 25, 2019	DiversityText Generation	—Unverified	0
Denoising Improves Latent Space Geometry in Text Autoencoders	Sep 25, 2019	DenoisingSentence	—Unverified	0
Regularly varying representation for sentence embedding	Sep 25, 2019	AttributeSentence	—Unverified	0
AdvCodec: Towards A Unified Framework for Adversarial Text Generation	Sep 25, 2019	Adversarial TextQuestion Answering	—Unverified	0
CaptainGAN: Navigate Through Embedding Space For Better Text Generation	Sep 25, 2019	DiversityNavigate	—Unverified	0
On the Unintended Social Bias of Training Language Generation Models with News Articles	Sep 25, 2019	ArticlesManagement	—Unverified	0
PNAT: Non-autoregressive Transformer by Position Learning	Sep 25, 2019	Machine TranslationParaphrase Generation	—Unverified	0
Natural- to formal-language generation using Tensor Product Representations	Sep 25, 2019	DecoderMath	—Unverified	0
Recurrent Hierarchical Topic-Guided Neural Language Models	Sep 25, 2019	Language ModelingLanguage Modelling	—Unverified	0
Unified Vision-Language Pre-Training for Image Captioning and VQA	Sep 24, 2019	DecoderImage Captioning	CodeCode Available	2
Cross-Lingual Natural Language Generation via Pre-Training	Sep 23, 2019	Abstractive Text SummarizationCross-Lingual Transfer	CodeCode Available	1
Automated Chess Commentator Powered by Neural Chess Engine	Sep 23, 2019	Text Generation	CodeCode Available	0
Two Birds, One Stone: A Simple, Unified Model for Text Generation from Structured and Unstructured Data	Sep 23, 2019	Question GenerationQuestion-Generation	CodeCode Available	0
Improving Quality and Efficiency in Plan-based Neural Data-to-Text Generation	Sep 22, 2019	Data-to-Text GenerationReferring Expression	CodeCode Available	0
Creative GANs for generating poems, lyrics, and metaphors	Sep 20, 2019	Generative Adversarial NetworkLanguage Modeling	CodeCode Available	0
Improved Variational Neural Machine Translation by Promoting Mutual Information	Sep 19, 2019	Conditional Text GenerationDecoder	—Unverified	0
Generating Philosophical Statements using Interpolated Markov Models and Dynamic Templates	Sep 19, 2019	Text Generation	CodeCode Available	0
Natural Language Generation for Non-Expert Users	Sep 18, 2019	SentenceText Generation	—Unverified	0
Controllable Length Control Neural Encoder-Decoder via Reinforcement Learning	Sep 17, 2019	Decoderreinforcement-learning	—Unverified	0
Communication-based Evaluation for Natural Language Generation	Sep 16, 2019	Text Generation	CodeCode Available	0
ALTER: Auxiliary Text Rewriting Tool for Natural Language Generation	Sep 14, 2019	FairnessStyle Transfer	CodeCode Available	0
VizSeq: A Visual Analysis Toolkit for Text Generation Tasks	Sep 12, 2019	BenchmarkingImage Captioning	CodeCode Available	0
MOSS: End-to-End Dialog System Framework with Modular Supervision	Sep 12, 2019	Decoderdialog state tracking	CodeCode Available	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 (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