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 2151–2175 of 5335 papers

Title	Date	Tasks	Status	Hype
Helping the Helper: Supporting Peer Counselors via AI-Empowered Practice and Feedback	May 15, 2023	Text Generation	CodeCode Available	0
TESS: Text-to-Text Self-Conditioned Simplex Diffusion	May 15, 2023	Natural Language UnderstandingParaphrase Generation	CodeCode Available	1
Keras GPT Copilot: Integrating the Power of Large Language Models in Deep Learning Model Development	May 15, 2023	Data-to-Text GenerationText Generation	CodeCode Available	1
Creative Data Generation: A Review Focusing on Text and Poetry	May 15, 2023	Text Generation	—Unverified	0
NLG Evaluation Metrics Beyond Correlation Analysis: An Empirical Metric Preference Checklist	May 15, 2023	Controllable Language ModellingDialogue Generation	CodeCode Available	3
ULIP-2: Towards Scalable Multimodal Pre-training for 3D Understanding	May 14, 2023	3D Classification3D Point Cloud Classification	CodeCode Available	2
Watermarking Text Generated by Black-Box Language Models	May 14, 2023	Adversarial RobustnessLanguage Modelling	CodeCode Available	1
Unsupervised Melody-Guided Lyrics Generation	May 12, 2023	Text Generation	—Unverified	0
Two-in-One: A Model Hijacking Attack Against Text Generation Models	May 12, 2023	ClassificationFace Recognition	—Unverified	0
Surfacing Biases in Large Language Models using Contrastive Input Decoding	May 12, 2023	Text Generation	—Unverified	0
Structured Chain-of-Thought Prompting for Code Generation	May 11, 2023	Code GenerationHumanEval	—Unverified	0
Subword Segmental Machine Translation: Unifying Segmentation and Target Sentence Generation	May 11, 2023	Machine TranslationSentence	CodeCode Available	0
SPSQL: Step-by-step Parsing Based Framework for Text-to-SQL Generation	May 10, 2023	Data AugmentationMarketing	—Unverified	0
A Glimpse in ChatGPT Capabilities and its impact for AI research	May 10, 2023	Question AnsweringText Generation	—Unverified	0
Summarization with Precise Length Control	May 9, 2023	Text Generation	—Unverified	0
DeepTextMark: A Deep Learning-Driven Text Watermarking Approach for Identifying Large Language Model Generated Text	May 9, 2023	Language ModelingLanguage Modelling	CodeCode Available	0
Coherent Wave Dynamics and Language Generation of a Generative Pre-trained Transformer	May 8, 2023	Text Generation	—Unverified	0
Can Diffusion Model Achieve Better Performance in Text Generation? Bridging the Gap between Training and Inference!	May 8, 2023	Text Generation	CodeCode Available	1
Boosting Radiology Report Generation by Infusing Comparison Prior	May 8, 2023	Medical Report GenerationText Generation	—Unverified	0
HistAlign: Improving Context Dependency in Language Generation by Aligning with History	May 8, 2023	Abstractive Text SummarizationText Generation	CodeCode Available	0
Diffusion-NAT: Self-Prompting Discrete Diffusion for Non-Autoregressive Text Generation	May 6, 2023	DenoisingText Generation	—Unverified	0
Unlocking the Power of GANs in Non-Autoregressive Text Generation	May 6, 2023	PositionText Generation	—Unverified	0
Expository Text Generation: Imitate, Retrieve, Paraphrase	May 5, 2023	Fact SelectionRetrieval	CodeCode Available	0
Stylized Data-to-Text Generation: A Case Study in the E-Commerce Domain	May 5, 2023	AttributeData-to-Text Generation	—Unverified	0
How to Choose Pretrained Handwriting Recognition Models for Single Writer Fine-Tuning	May 4, 2023	Handwriting RecognitionHandwritten Text Recognition	—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 (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