LLM4Decompile: Decompiling Binary Code with Large Language Models

arXiv:2403.05286v1 Announce Type: cross
Abstract: Decompilation aims to restore compiled code to human-readable source code, but struggles with details like names and structure. Large language models (LLMs) show promise for programming tasks, motivating their application to decompilation. However, there does not exist any open-source LLM for decompilation. Moreover, existing decompilation evaluation systems mainly consider token-level accuracy and largely ignore code executability, which is the most important feature of any program. Therefore, we release the first open-access decompilation LLMs ranging from …

arxiv binary code cs.cl cs.pl language language models large language large language models type