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On Benchmarking Code LLMs for Android Malware Analysis

  • Large Language Models (LLMs) have demonstrated strong capabilities in various code intelligence tasks.
  • Cama is a benchmarking framework designed to evaluate the effectiveness of Code LLMs in Android malware analysis tasks.
  • Cama specifies structured model outputs to support malicious function identification and malware purpose summarization.
  • Experiments using Cama provide insights into how Code LLMs interpret decompiled code and their sensitivity to function renaming.

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