CSLLM: Code-Specific Large Language Models — A Survey
1. Meaning of Code-Specific Large Language Models (CSLLMs) Code-Specific Large Language Models (CSLLMs) are specialized artificial intelligence models designed to understand, generate, analyze, and optimize computer programming code . Unlike general-purpose Large Language Models (LLMs) that process natural language, CSLLMs are trained extensively on source code datasets , programming documentation, repositories, and developer discussions. These models learn patterns, syntax rules, and programming logic from millions of lines of code across multiple programming languages such as Python, Java, C++, JavaScript, and others . CSLLMs are capable of performing tasks such as: Automatic code generation Code completion Bug detection Code translation between programming languages Documentation generation Code optimization Software testing assistance Modern software development increasingly integrates CSLLMs into development environments to improve developer prod...