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 1801–1825 of 5335 papers

Title	Date	Tasks	Status	Hype
MiniGPT-5: Interleaved Vision-and-Language Generation via Generative Vokens	Oct 3, 2023	Image Generationmultimodal generation	CodeCode Available	2
Towards Feasible Counterfactual Explanations: A Taxonomy Guided Template-based NLG Method	Oct 3, 2023	counterfactualText Generation	CodeCode Available	0
Closing the Curious Case of Neural Text Degeneration	Oct 2, 2023	Text Generation	CodeCode Available	1
Error Norm Truncation: Robust Training in the Presence of Data Noise for Text Generation Models	Oct 2, 2023	Language ModelingLanguage Modelling	—Unverified	0
A Review of Digital Learning Environments for Teaching Natural Language Processing in K-12 Education	Oct 2, 2023	Text Generation	—Unverified	0
Enabling Language Models to Implicitly Learn Self-Improvement	Oct 2, 2023	Text Generation	—Unverified	0
Label Supervised LLaMA Finetuning	Oct 2, 2023	GPUnamed-entity-recognition	CodeCode Available	1
Improving Emotional Expression and Cohesion in Image-Based Playlist Description and Music Topics: A Continuous Parameterization Approach	Oct 2, 2023	continuous-controlContinuous Control	—Unverified	0
GraphText: Graph Reasoning in Text Space	Oct 2, 2023	In-Context LearningText Generation	CodeCode Available	0
Synthetic Data Generation in Low-Resource Settings via Fine-Tuning of Large Language Models	Oct 2, 2023	Data AugmentationIn-Context Learning	—Unverified	0
On the Safety of Open-Sourced Large Language Models: Does Alignment Really Prevent Them From Being Misused?	Oct 2, 2023	Text Generation	—Unverified	0
A Comparative Study of Training Objectives for Clarification Facet Generation	Oct 1, 2023	DiversityText Generation	CodeCode Available	0
TIGERScore: Towards Building Explainable Metric for All Text Generation Tasks	Oct 1, 2023	AllText Generation	CodeCode Available	1
Understanding In-Context Learning from Repetitions	Sep 30, 2023	In-Context LearningText Generation	CodeCode Available	0
Learning to Rewrite Prompts for Personalized Text Generation	Sep 29, 2023	Language ModellingLarge Language Model	—Unverified	0
Marathi-English Code-mixed Text Generation	Sep 28, 2023	Text Generation	—Unverified	0
Controllable Text Generation with Residual Memory Transformer	Sep 28, 2023	DecoderText Generation	CodeCode Available	1
Efficient Post-training Quantization with FP8 Formats	Sep 26, 2023	image-classificationImage Classification	CodeCode Available	4
Don't throw away your value model! Generating more preferable text with Value-Guided Monte-Carlo Tree Search decoding	Sep 26, 2023	Text Generation	—Unverified	0
Calibrating LLM-Based Evaluator	Sep 23, 2023	In-Context LearningLanguage Modeling	CodeCode Available	0
Towards LLM-guided Causal Explainability for Black-box Text Classifiers	Sep 23, 2023	counterfactualCounterfactual Explanation	—Unverified	0
Resolving References in Visually-Grounded Dialogue via Text Generation	Sep 23, 2023	Image RetrievalLanguage Modeling	CodeCode Available	0
Effective Distillation of Table-based Reasoning Ability from LLMs	Sep 22, 2023	Table-to-Text GenerationText Generation	CodeCode Available	0
BenLLMEval: A Comprehensive Evaluation into the Potentials and Pitfalls of Large Language Models on Bengali NLP	Sep 22, 2023	Abstractive Text SummarizationNatural Language Inference	—Unverified	0
Learning to Diversify Neural Text Generation via Degenerative Model	Sep 22, 2023	Dialogue GenerationDiversity	—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