T-LLM Compiler: Trusted LLM-Based Code Optimization and Verification Framework
A new framework, the Trusted LLM (T-LLM) Compiler, has been introduced to enhance code optimization using large language models (LLMs). The framework combines high-level LLM code transformations with traditional compilers and verification tools to ensure correctness. Experimental results on PolyBench/C benchmarks show significant improvements in code correctness. The approach enables iterative optimization with verification strategies that allow corrective actions. The paper is available on arXiv under the identifier 2608.14953.
Key facts
- The T-LLM Compiler is a novel framework for code optimization.
- It integrates LLM-based code transformations with traditional compilers and verification tools.
- The framework aims to address the challenge of verifying the correctness of LLM-generated code transformations.
- Experimental results on PolyBench/C benchmarks demonstrate significant improvements in code correctness.
- The approach supports iterative optimization with verification strategies for corrective actions.
- The paper is announced on arXiv with ID 2608.14953.
- The framework is designed to leverage recent advances in LLMs for high-level code transformations.
- The work addresses the complexity of code and the inability of LLMs to independently verify transformations.
Entities
Institutions
- arXiv