SysLLMatic integrates LLMs with performance diagnostics and a 43-pattern catalog to optimize complex software, reporting 1.54x latency and 1.24x energy gains over compilers on large Java systems where prior LLM methods did not scale.
A survey on automated program repair techniques
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A synthesis of 30 secondary studies finds strong benchmark accuracy for LLM code generation but weak real-world generalization, fragile robustness, pervasive efficiency issues, and under-reported bias, calling for domain-aware improvements and standardized evaluation.
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SysLLMatic: Large Language Models are Software System Optimizers
SysLLMatic integrates LLMs with performance diagnostics and a 43-pattern catalog to optimize complex software, reporting 1.54x latency and 1.24x energy gains over compilers on large Java systems where prior LLM methods did not scale.