LLMs Revolutionizing Code Analysis

LLMs Revolutionizing Code Analysis

Transforming Software Engineering Through AI-Powered Code Understanding

This research explores how Large Language Models are fundamentally changing source code analysis, making software development more efficient and secure.

  • Multiple Applications: LLMs analyze code for security vulnerabilities, documentation, bug detection, and code completion
  • Specialized Models: The paper reviews transformer-based architectures optimized for source code interpretation
  • Dataset Requirements: Examines what training data enables effective code understanding
  • Engineering Impact: Enables automation of complex code review processes, reducing development time and improving code quality

Original Paper: Large Language Models (LLMs) for Source Code Analysis: applications, models and datasets

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