most citedCode Less, Align More: Efficient LLM Fine-tuning for Code Generation with Data Pruning

5 citations · 9 across the 7 of their papers we have counts for

collaborators

7 papers

cs.LG2024

Enhance Modality Robustness in Text-Centric Multimodal Alignment with Adversarial Prompting

Yun-Da Tsai, Ting-Yu Yen, Keng-Te Liao +1

Converting different modalities into generalized text, which then serves as input prompts for large language models (LLMs), is a common approach for aligning multimodal models, par…

cs.SE20245 cited

Code Less, Align More: Efficient LLM Fine-tuning for Code Generation with Data Pruning

Yun-Da Tsai, Mingjie Liu, Haoxing Ren

Recent work targeting large language models (LLMs) for code generation demonstrated that increasing the amount of training data through synthetic code generation often leads to exc…

cs.CL2024

Enhance the Robustness of Text-Centric Multimodal Alignments

Ting-Yu Yen, Yun-Da Tsai, Keng-Te Liao +1

Converting different modalities into general text, serving as input prompts for large language models (LLMs), is a common method to align multimodal models when there is limited pa…

cs.LG2024

LinearAPT: An Adaptive Algorithm for the Fixed-Budget Thresholding Linear Bandit Problem

Yun-Ang Wu, Yun-Da Tsai, Shou-De Lin

In this study, we delve into the Thresholding Linear Bandit (TLB) problem, a nuanced domain within stochastic Multi-Armed Bandit (MAB) problems, focusing on maximizing decision acc…

cs.LG20241 cited

lil'HDoC: An Algorithm for Good Arm Identification under Small Threshold Gap

Tzu-Hsien Tsai, Yun-Da Tsai, Shou-De Lin

Good arm identification (GAI) is a pure-exploration bandit problem in which a single learner outputs an arm as soon as it is identified as a good arm. A good arm is defined as an a…

cs.CV20231 cited

PSGText: Stroke-Guided Scene Text Editing with PSP Module

Felix Liawi, Yun-Da Tsai, Guan-Lun Lu +1

Scene Text Editing (STE) aims to substitute text in an image with new desired text while preserving the background and styles of the original text. However, present techniques pres…