LLM4Decompile

Reverse engineering using large language models: Deconstruct binary code.

CommonProductProgrammingReverse EngineeringCode Decompilation

LLM4Decompile is an open-source project aimed at creating and releasing the first LLM (Large Language Model) specifically designed for decompilation. It assesses the capabilities of this model by building the first benchmark for decompilation focused on recompilability and executability, known as Decompile-Eval. The project constructs this benchmark by compiling numerous C code samples into assembly code, then fine-tuning the DeepSeek-Coder model using this data.

Compile C code samples into assembly code
Fine-tune leading code LLM models
Build an evaluation benchmark based on HumanEval problems and test samples

Suitable for researchers and developers who need to perform binary code decompilation
particularly in the fields of software security analysis
vulnerability research
and reverse engineering.

Security researchers use LLM4Decompile to analyze the binary code of suspected malware.
Software developers utilize the project to recover source code from legacy binary code for maintenance and updates.
Academic researchers explore novel decompilation techniques and program analysis methods through LLM4Decompile.

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