{ "protocol": "IDF^2 final lexical rule selected robustly on five disjoint 1000-query TRAIN folds; untouched full DEV", "params": { "preselection_eta": 1.0, "preselection_lexical_idf_power": 1.0, "preselection_length_b": 0.2, "P": 2000, "gamma_tail": 0.25, "lambda_M": 0.125, "final_lexical_idf_power": 2.0, "final_length_b": 0.1, "coordination_alpha": 0.25, "lambda_lex": 4.0, "lambda_sem": 0.3, "h": 0, "S": 16 }, "dev_metrics": { "nDCG@10": 0.1800468441369344, "MRR@10": 0.14521706008095694, "P@10": 0.031017191977077363, "R@10": 0.29814947468958924, "R@100": 0.5191380133715378, "Hit@10": 0.30472779369627506, "Hit@100": 0.5296561604584528, "n_queries": 6980 }, "route_relevant_recall": 0.8218993812214151, "pool_relevant_recall": 0.7058111380145279, "timing": { "median_ms": 37.31188149868103, "p95_ms": 80.73717710176423, "mean_ms": 43.64869377392529, "qps": 22.91019303302443, "avg_candidate_docs": 95025.36577325498 } }