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Language models for code optimization: Survey, challenges and future directions
Language models (LMs) built upon deep neural networks (DNNs) have recently
demonstrated breakthrough effectiveness in software engineering tasks like code …
demonstrated breakthrough effectiveness in software engineering tasks like code …
COFFE: A Code Efficiency Benchmark for Code Generation
Code generation has largely improved development efficiency in the era of large language
models (LLMs). With the ability to follow instructions, current LLMs can be prompted to …
models (LLMs). With the ability to follow instructions, current LLMs can be prompted to …
Enhancing Trust in Language Model-Based Code Optimization through RLHF: A Research Design
J Gong - arxiv preprint arxiv:2502.06769, 2025 - arxiv.org
With the rapid advancement of AI, software engineering increasingly relies on AI-driven
approaches, particularly language models (LMs), to enhance code performance. However …
approaches, particularly language models (LMs), to enhance code performance. However …