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 1776–1800 of 5335 papers

Title	Date	Tasks	Status	Hype
MatChat: A Large Language Model and Application Service Platform for Materials Science	Oct 11, 2023	Language ModelingLanguage Modelling	—Unverified	0
Sparse Fine-tuning for Inference Acceleration of Large Language Models	Oct 10, 2023	CPUGPU	CodeCode Available	1
AutoAD II: The Sequel -- Who, When, and What in Movie Audio Description	Oct 10, 2023	Language ModellingText Generation	—Unverified	0
Aligning Language Models with Human Preferences via a Bayesian Approach	Oct 9, 2023	Contrastive LearningReinforcement Learning (RL)	CodeCode Available	1
Latent Diffusion Model for DNA Sequence Generation	Oct 9, 2023	modelText Generation	CodeCode Available	1
Task-Adaptive Tokenization: Enhancing Long-Form Text Generation Efficacy in Mental Health and Beyond	Oct 9, 2023	FormQuestion Answering	CodeCode Available	0
A Bias-Variance-Covariance Decomposition of Kernel Scores for Generative Models	Oct 9, 2023	Image GenerationQuestion Answering	CodeCode Available	0
Exploring the Maze of Multilingual Modeling	Oct 9, 2023	Language ModellingModel Selection	—Unverified	0
Generative quantum machine learning via denoising diffusion probabilistic models	Oct 9, 2023	DenoisingQuantum Machine Learning	CodeCode Available	1
ReZG: Retrieval-Augmented Zero-Shot Counter Narrative Generation for Hate Speech	Oct 9, 2023	PersuasivenessRetrieval	CodeCode Available	0
RAC-BERT: Character Radical Enhanced BERT for Ancient Chinese	Oct 8, 2023	Natural Language UnderstandingText Generation	CodeCode Available	0
Factuality Challenges in the Era of Large Language Models	Oct 8, 2023	Text Generation	—Unverified	0
Do Large Language Models Know about Facts?	Oct 8, 2023	Question AnsweringText Generation	—Unverified	0
Video-Teller: Enhancing Cross-Modal Generation with Fusion and Decoupling	Oct 8, 2023	Text GenerationVideo Summarization	—Unverified	0
Improving the Reliability of Large Language Models by Leveraging Uncertainty-Aware In-Context Learning	Oct 7, 2023	HallucinationIn-Context Learning	—Unverified	0
SemStamp: A Semantic Watermark with Paraphrastic Robustness for Text Generation	Oct 6, 2023	SentenceText Generation	CodeCode Available	1
InstructProtein: Aligning Human and Protein Language via Knowledge Instruction	Oct 5, 2023	Knowledge GraphsProtein Function Prediction	—Unverified	0
Learning Personalized Alignment for Evaluating Open-ended Text Generation	Oct 5, 2023	DiversityRetrieval	—Unverified	0
Expedited Training of Visual Conditioned Language Generation via Redundancy Reduction	Oct 5, 2023	Representation LearningText Generation	CodeCode Available	0
Automatic and Human-AI Interactive Text Generation	Oct 5, 2023	Paraphrase GenerationStyle Transfer	—Unverified	0
Controllable Multi-document Summarization: Coverage & Coherence Intuitive Policy with Large Language Model Based Rewards	Oct 5, 2023	Document SummarizationLanguage Modeling	—Unverified	0
AGIR: Automating Cyber Threat Intelligence Reporting with Natural Language Generation	Oct 4, 2023	HallucinationText Generation	CodeCode Available	1
Integrating UMLS Knowledge into Large Language Models for Medical Question Answering	Oct 4, 2023	Medical Question AnsweringQuestion Answering	CodeCode Available	1
Controlling Topic-Focus Articulation in Meaning-to-Text Generation using Graph Neural Networks	Oct 3, 2023	Text Generation	—Unverified	0
Large Language Models Cannot Self-Correct Reasoning Yet	Oct 3, 2023	Text Generation	—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