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Tien N Nguyen

2 accepted papers

2025

LEANCODE: Understanding Models Better for Code Simplification of Pre-trained Large Language Models

ACL 2025long

Large Language Models for code often entail significant computational complexity, which grows significantly with the length of the input code sequence. We propose LeanCode for code simplification to reduce training and prediction time, leveraging code contexts in utilizing attention scores to repres…

Cited by 0SourcePDFScholar
2025

VisualCoder: Guiding Large Language Models in Code Execution with Fine-grained Multimodal Chain-of-Thought Reasoning

NAACL 2025findings

Predicting program behavior and reasoning about code execution remain significant challenges in software engineering, particularly for large language models (LLMs) designed for code analysis. While these models excel at understanding static syntax, they often struggle with dynamic reasoning tasks. W…

Cited by 1SourcePDFScholar