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 4626–4650 of 5335 papers

Title	Date	Tasks	Status
Semi-Amortized Variational Autoencoders	Feb 7, 2018	Text GenerationVariational Inference	CodeCode Available
Byte-Level Recursive Convolutional Auto-Encoder for Text	Feb 6, 2018	DecoderText Generation	CodeCode Available
DP-GAN: Diversity-Promoting Generative Adversarial Network for Generating Informative and Diversified Text	Feb 5, 2018	Dialogue GenerationDiversity	CodeCode Available
MaskGAN: Better Text Generation via Filling in the______	Jan 23, 2018	Multivariate Time Series ImputationText Generation	—Unverified
A Deep Reinforcement Learning Chatbot (Short Version)	Jan 20, 2018	ChatbotDeep Reinforcement Learning	—Unverified
Toward learning better metrics for sequence generation training with policy gradient	Jan 1, 2018	Reinforcement LearningText Generation	—Unverified
Language Modeling for Morphologically Rich Languages: Character-Aware Modeling for Word-Level Prediction	Jan 1, 2018	Dialogue GenerationLanguage Modeling	—Unverified
MaskGAN: Better Text Generation via Filling in the _______	Jan 1, 2018	Generative Adversarial NetworkImage Generation	—Unverified
Boundary Seeking GANs	Jan 1, 2018	Scene UnderstandingText Generation	—Unverified
Probabilistic Verb Selection for Data-to-Text Generation	Jan 1, 2018	Data-to-Text GenerationText Generation	—Unverified
What is image captioning made of?	Jan 1, 2018	Image CaptioningText Generation	CodeCode Available
Development of an Open Source Natural Language Generation Tool for Finnish	Jan 1, 2018	Text Generation	CodeCode Available
Source-side Prediction for Neural Headline Generation	Dec 22, 2017	DecoderHeadline Generation	—Unverified
Technical Report for E2E NLG Challenge	Dec 19, 2017	Data-to-Text GenerationText Generation	—Unverified
Hierarchical Text Generation and Planning for Strategic Dialogue	Dec 15, 2017	Decision Makingreinforcement-learning	CodeCode Available
Text Generation Based on Generative Adversarial Nets with Latent Variable	Dec 1, 2017	Language ModelingLanguage Modelling	CodeCode Available
Neural Text Generation: A Practical Guide	Nov 27, 2017	DecoderMachine Translation	—Unverified
Table-to-text Generation by Structure-aware Seq2seq Learning	Nov 27, 2017	Table-to-Text GenerationText Generation	CodeCode Available
Grounded Objects and Interactions for Video Captioning	Nov 16, 2017	ObjectScene Understanding	—Unverified
Sobolev GAN	Nov 14, 2017	Text Generation	CodeCode Available
Unified Pragmatic Models for Generating and Following Instructions	Nov 14, 2017	Text Generation	CodeCode Available
WiseReporter: A Korean Report Generation System	Nov 1, 2017	Slot FillingText Generation	—Unverified
Extracting a Lexicon of Discourse Connectives in Czech from an Annotated Corpus	Nov 1, 2017	Machine TranslationText Generation	—Unverified
Supervised Attention for Sequence-to-Sequence Constituency Parsing	Nov 1, 2017	Constituency ParsingMachine Translation	—Unverified
A Parallel Recurrent Neural Network for Language Modeling with POS Tags	Nov 1, 2017	Automatic Speech Recognition (ASR)Clustering	—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