T RACE : Evaluating Execution Efficiency of LLM-Based Code Translation
Zhi-Hao Gong, Ze-Yu Sun, Dong Huang et al.
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Preprint
Aug 2026
COMPAS: Difficulty-Aware Joint Search for Optimizing Code Generation
COMPAS (Code-generation Optimization over Models, Prompts, And Decoding Settings), a difficulty-aware method that learns group-specific quality-cost fronts through low-cost model selection and joint prompt-decoding search, then routes each test task to its matching front online without further search.
Jing-Zhi Gong, Jie M. Zhang, Gunel Jahangirova et al.
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