{ "val": { "n": 11598, "top1": 0.4661148473874806, "top3": 0.6408001379548198, "division": 0.5929470598379031 }, "line_items": { "n": 194, "top1": 0.5968586387434555, "top3": 0.7591623036649214, "division": 0.7371134020618557 }, "manuals": { "n": 6890, "top1": 0.2797942689199118, "top3": 0.44584864070536373, "division": 0.46357039187227866 }, "manual_sections": { "sections": 153, "top1": 0.6066666666666667, "division": 0.8104575163398693 }, "txdot_bid_items": { "_doc": "790 TxDOT bid items labelled via txdot_crosswalk.json; capped = <=20 rows per TxDOT item (n=529); 95% Wilson CI", "transformer": { "raw": { "top1": 0.125, "top1_ci": [ 0.104, 0.15 ], "capped_top1": 0.161 }, "expanded": { "top1": 0.27, "top1_ci": [ 0.24, 0.302 ], "capped_top1": 0.272, "top3": 0.546, "division": 0.352 } }, "ensemble": { "raw": { "top1": 0.199, "top1_ci": [ 0.172, 0.228 ], "capped_top1": 0.223, "top3": 0.416, "division": 0.285 }, "expanded": { "top1": 0.489, "top1_ci": [ 0.454, 0.523 ], "capped_top1": 0.369, "capped_top1_ci": [ 0.329, 0.411 ], "top3": 0.671, "division": 0.57 } } }, "txdot_bid_items_bidmode": { "_doc": "ensemble/tfidf_bid.joblib (opt-in --bid-items); item-held-out = 5-fold CV grouped by TxDOT item number; paired vs default ensemble; building-set regression with the shipped model", "item_held_out": { "n": 790, "top1": 0.6076, "ci": [ 0.573, 0.641 ], "vs_published": { "new_right_old_wrong": 104, "old_right_new_wrong": 10, "p": 0.0 } }, "item_held_out_capped": { "n": 529, "top1": 0.4915, "ci": [ 0.449, 0.534 ], "vs_published": { "new_right_old_wrong": 73, "old_right_new_wrong": 8, "p": 0.0 } }, "default_same_rows": { "n": 790, "top1": 0.4886, "ci": [ 0.454, 0.523 ] }, "items_seen_optimistic": 0.9532, "building_regression": { "val": { "default": 0.5875, "bid_mode": 0.5836 }, "line_items": { "default": 0.6907, "bid_mode": 0.701 }, "manuals": { "default": 0.3261, "bid_mode": 0.3287 }, "manual_sections": { "default": { "sections": 153, "top1": 0.62, "division": 0.803921568627451 }, "bid_mode": { "sections": 153, "top1": 0.6133333333333333, "division": 0.7908496732026143 } } }, "train_items": 2842, "bid_weight": 3.0 } }