{ "seed": 3044, "verification": [ { "d": 64, "m": 4, "ratio": 0.0625, "empirical_tau": 0.15500000000000003, "empirical_agreement": 0.5775, "exact_tau": 0.15221277285159895, "asymptotic_tau": 0.15915494309189535 }, { "d": 64, "m": 16, "ratio": 0.25, "empirical_tau": 0.31820000000000004, "empirical_agreement": 0.6591, "exact_tau": 0.3304798565198783, "asymptotic_tau": 0.3183098861837907 }, { "d": 64, "m": 32, "ratio": 0.5, "empirical_tau": 0.48950000000000005, "empirical_agreement": 0.74475, "exact_tau": 0.5000000000000001, "asymptotic_tau": 0.4501581580785531 }, { "d": 128, "m": 8, "ratio": 0.0625, "empirical_tau": 0.16579999999999995, "empirical_agreement": 0.5829, "exact_tau": 0.15644173736497463, "asymptotic_tau": 0.15915494309189535 }, { "d": 128, "m": 32, "ratio": 0.25, "empirical_tau": 0.32109999999999994, "empirical_agreement": 0.66055, "exact_tau": 0.3319017071533852, "asymptotic_tau": 0.3183098861837907 }, { "d": 128, "m": 64, "ratio": 0.5, "empirical_tau": 0.5007999999999999, "empirical_agreement": 0.7504, "exact_tau": 0.5000000000000001, "asymptotic_tau": 0.4501581580785531 }, { "d": 256, "m": 32, "ratio": 0.125, "empirical_tau": 0.24069999999999991, "empirical_agreement": 0.62035, "exact_tau": 0.2286483125741416, "asymptotic_tau": 0.22507907903927654 }, { "d": 256, "m": 64, "ratio": 0.25, "empirical_tau": 0.3287, "empirical_agreement": 0.66435, "exact_tau": 0.33261644045996525, "asymptotic_tau": 0.3183098861837907 } ], "adaptive_selection": { "final_m": 80, "history": [ { "round": 0, "m": 80, "measured_tau": 0.5738333333333334 } ] }, "retrieval": { "jl": { "m": 128, "memory_ratio_m_over_d": 1.0, "recall@1": 1.0, "recall@10": 1.0, "top20_kendall": 1.0, "query_seconds": 0.7459733330179006 }, "ranking_rule": { "m": 80, "memory_ratio_m_over_d": 0.625, "recall@1": 0.30333333333333334, "recall@10": 0.6313333333333333, "top20_kendall": 0.40984210434059304, "query_seconds": 0.5622973419958726 } } }