3 papers
cs.CL2026
Visual Merit or Linguistic Crutch? A Close Look at DeepSeek-OCR
Yunhao Liang, Ruixuan Ying, Bo Li +7
DeepSeek-OCR utilizes an optical 2D mapping approach to achieve high-ratio vision-text compression, claiming to decode text tokens exceeding ten times the input visual tokens. Whil…
cs.SE2025
HyClone: Bridging LLM Understanding and Dynamic Execution for Semantic Code Clone Detection
Yunhao Liang, Ruixuan Ying, Takuya Taniguchi +2
Code clone detection is a critical task in software engineering, aimed at identifying duplicated or similar code fragments within or across software systems. Traditional methods of…
cs.CL2025
Failures Are the Stepping Stones to Success: Enhancing Few-Shot In-Context Learning by Leveraging Negative Samples
Yunhao Liang, Ruixuan Ying, Takuya Taniguchi +1
Large Language Models exhibit powerful few-shot in-context learning (ICL) capabilities, but the performance is highly sensitive to provided examples. Recent research has focused on…