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 1726–1750 of 5335 papers

Title	Date	Tasks	Status	Hype
Penalty Decoding: Well Suppress the Self-Reinforcement Effect in Open-Ended Text Generation	Oct 23, 2023	Text Generation	CodeCode Available	0
DetectGPT-SC: Improving Detection of Text Generated by Large Language Models through Self-Consistency with Masked Predictions	Oct 23, 2023	Logical ReasoningText Generation	—Unverified	0
Geographical Erasure in Language Generation	Oct 23, 2023	Text GenerationWorld Knowledge	CodeCode Available	0
Branch-Solve-Merge Improves Large Language Model Evaluation and Generation	Oct 23, 2023	Language Model EvaluationLanguage Modeling	—Unverified	0
Text generation for dataset augmentation in security classification tasks	Oct 22, 2023	Data AugmentationFraud Detection	CodeCode Available	1
AITA Generating Moral Judgements of the Crowd with Reasoning	Oct 21, 2023	EthicsNavigate	—Unverified	0
Improving Question Generation with Multi-level Content Planning	Oct 20, 2023	Answer GenerationQuestion Generation	CodeCode Available	1
Automatic Unit Test Data Generation and Actor-Critic Reinforcement Learning for Code Synthesis	Oct 20, 2023	Code GenerationLanguage Modelling	CodeCode Available	1
Why Can Large Language Models Generate Correct Chain-of-Thoughts?	Oct 20, 2023	Text Generation	—Unverified	0
The Less the Merrier? Investigating Language Representation in Multilingual Models	Oct 20, 2023	named-entity-recognitionNamed Entity Recognition	—Unverified	0
Towards Understanding Sycophancy in Language Models	Oct 20, 2023	Text Generation	CodeCode Available	1
Quality-Diversity through AI Feedback	Oct 19, 2023	DiversityText Generation	—Unverified	0
RSAdapter: Adapting Multimodal Models for Remote Sensing Visual Question Answering	Oct 19, 2023	Image CaptioningQuestion Answering	CodeCode Available	0
NameGuess: Column Name Expansion for Tabular Data	Oct 19, 2023	Text Generation	CodeCode Available	1
Knowledge-Augmented Language Model Verification	Oct 19, 2023	Language ModelingLanguage Modelling	CodeCode Available	1
MolCA: Molecular Graph-Language Modeling with Cross-Modal Projector and Uni-Modal Adapter	Oct 19, 2023	Contrastive LearningIUPAC Name Prediction	CodeCode Available	1
Understanding Retrieval Augmentation for Long-Form Question Answering	Oct 18, 2023	FormLong Form Question Answering	—Unverified	0
Zero-shot Faithfulness Evaluation for Text Summarization with Foundation Language Model	Oct 18, 2023	Language ModelingLanguage Modelling	CodeCode Available	1
InfoDiffusion: Information Entropy Aware Diffusion Process for Non-Autoregressive Text Generation	Oct 18, 2023	Diversitynamed-entity-recognition	CodeCode Available	0
Exploring Automatic Evaluation Methods based on a Decoder-based LLM for Text Generation	Oct 17, 2023	DecoderIn-Context Learning	—Unverified	0
Butterfly Effects of SGD Noise: Error Amplification in Behavior Cloning and Autoregression	Oct 17, 2023	continuous-controlContinuous Control	—Unverified	0
Large Language Models can Contrastively Refine their Generation for Better Sentence Representation Learning	Oct 17, 2023	Contrastive LearningNatural Language Inference	CodeCode Available	0
Automated Evaluation of Personalized Text Generation using Large Language Models	Oct 17, 2023	Text Generationtext similarity	—Unverified	0
DiffuCom: A novel diffusion model for comment generation	Oct 16, 2023	Comment Generationmodel	—Unverified	0
Generating Summaries with Controllable Readability Levels	Oct 16, 2023	Lay SummarizationNews Summarization	CodeCode Available	1

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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