9a648e8e1014c2427156dcb5465cd488-Supplemental-Datasets_and_Benchmarks_Track.pdf

AResults883 In Table 4, we show a summary of the results of AlgoTuner for each of the four frontier models tests.884 Speedup percentage is calculated as the percentage of tasks for which AlgoTuner gets at least a 1.1 speedup. Speedup is calculated as the ratio between the reference solve function's time and the LM-generated solve function's time. The LM receives an initial message, consisting of general instructions on how to888 use the system (see C.1), Numba (Lam et al., 2015), Dask (Rocklin, 2015), and Cython (Behnel et al.,889 2011) (for a full list see Appendix E). Additionally, the LM is given the task's description, which890 includes input and output descriptions and examples, as well as the task's solveand is_solution891 functions.