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 4051–4075 of 5335 papers

Title	Date	Tasks	Status
Generación automática de frases literarias en español	Jan 17, 2020	Text Generation	—Unverified
Multimodal Story Generation on Plural Images	Jan 16, 2020	Story GenerationText Generation	—Unverified
Stochastic Natural Language Generation Using Dependency Information	Jan 12, 2020	InformativenessText Generation	—Unverified
PatentTransformer-2: Controlling Patent Text Generation by Structural Metadata	Jan 11, 2020	RelationSentence	—Unverified
AMR-To-Text Generation with Graph Transformer	Jan 1, 2020	Abstract Meaning RepresentationAMR-to-Text Generation	—Unverified
Dispersed EM-VAEs for Interpretable Text Generation	Jan 1, 2020	Text Generation	—Unverified
Recurrent Hierarchical Topic-Guided RNN for Language Generation	Dec 21, 2019	Language ModelingLanguage Modelling	CodeCode Available
A Hierarchical Model for Data-to-Text Generation	Dec 20, 2019	Data-to-Text GenerationDecoder	CodeCode Available
MALA: Cross-Domain Dialogue Generation with Action Learning	Dec 18, 2019	Dialogue GenerationResponse Generation	—Unverified
Meshed-Memory Transformer for Image Captioning	Dec 17, 2019	Image CaptioningMachine Translation	CodeCode Available
Personalized Patent Claim Generation and Measurement	Dec 7, 2019	Text GenerationTransfer Learning	—Unverified
AMR-to-Text Generation with Cache Transition Systems	Dec 3, 2019	AMR-to-Text GenerationDecoder	—Unverified
Neural Academic Paper Generation	Dec 2, 2019	Language ModelingLanguage Modelling	CodeCode Available
Text-Based Interactive Recommendation via Constraint-Augmented Reinforcement Learning	Dec 1, 2019	Interactive RecommendationRecommendation Systems	—Unverified
Tag Recommendation by Word-Level Tag Sequence Modeling	Nov 30, 2019	DecoderGeneral Classification	—Unverified
Natural Language Generation Using Reinforcement Learning with External Rewards	Nov 26, 2019	Decoderreinforcement-learning	CodeCode Available
Emotional Neural Language Generation Grounded in Situational Contexts	Nov 25, 2019	Language ModelingLanguage Modelling	CodeCode Available
Non-autoregressive Transformer by Position Learning	Nov 25, 2019	Machine TranslationParaphrase Generation	—Unverified
Improving N-gram Language Models with Pre-trained Deep Transformer	Nov 22, 2019	Data Augmentationspeech-recognition	—Unverified
Automatically Neutralizing Subjective Bias in Text	Nov 21, 2019	DecoderSentence	CodeCode Available
Paraphrasing with Large Language Models	Nov 21, 2019	Language ModelingLanguage Modelling	—Unverified
Automatically Generating Macro Research Reports from a Piece of News	Nov 21, 2019	Text Generation	—Unverified
Natural Language Generation Challenges for Explainable AI	Nov 20, 2019	Explainable Artificial Intelligence (XAI)Text Generation	—Unverified
A Multi-language Platform for Generating Algebraic Mathematical Word Problems	Nov 19, 2019	POSText Generation	—Unverified
Graph Transformer for Graph-to-Sequence Learning	Nov 18, 2019	Abstract Meaning RepresentationAMR-to-Text Generation	CodeCode Available

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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