{ "question": "is the L60 collapse lost information or a readout that lost reach", "method": "shipped head recipe: two 1024-d towers, InfoNCE, fitted per layer", "control": "a fitted head at L47 must clearly beat head-free, or the instrument is invalid", "n_images": 5000, "n_train": 4000, "n_holdout": 1000, "backbone": "google/gemma-4-31B-it", "results": { "L4": { "head_free": { "r@1": 0.013000000268220901, "r@10": 0.0560000017285347, "median_rank": 269.0, "r@1_vs_chance": 13 }, "fitted_head": { "r@1": 0.08000000566244125, "r@10": 0.3620000183582306, "median_rank": 21.0, "r@1_vs_chance": 80 } }, "L12": { "head_free": { "r@1": 0.04700000211596489, "r@10": 0.21900001168251038, "median_rank": 116.0, "r@1_vs_chance": 47 }, "fitted_head": { "r@1": 0.17500001192092896, "r@10": 0.5640000104904175, "median_rank": 8.0, "r@1_vs_chance": 175 } }, "L20": { "head_free": { "r@1": 0.10000000149011612, "r@10": 0.3070000112056732, "median_rank": 76.0, "r@1_vs_chance": 100 }, "fitted_head": { "r@1": 0.2930000126361847, "r@10": 0.6810000538825989, "median_rank": 4.0, "r@1_vs_chance": 293 } }, "L28": { "head_free": { "r@1": 0.015000000596046448, "r@10": 0.055000003427267075, "median_rank": 329.0, "r@1_vs_chance": 15 }, "fitted_head": { "r@1": 0.1720000058412552, "r@10": 0.527999997138977, "median_rank": 9.0, "r@1_vs_chance": 172 } }, "L36": { "head_free": { "r@1": 0.06800000369548798, "r@10": 0.20500001311302185, "median_rank": 127.0, "r@1_vs_chance": 68 }, "fitted_head": { "r@1": 0.24000000953674316, "r@10": 0.6320000290870667, "median_rank": 5.0, "r@1_vs_chance": 240 } }, "L44": { "head_free": { "r@1": 0.13700000941753387, "r@10": 0.3920000195503235, "median_rank": 24.0, "r@1_vs_chance": 137 }, "fitted_head": { "r@1": 0.2540000081062317, "r@10": 0.6550000309944153, "median_rank": 5.0, "r@1_vs_chance": 254 } }, "L47": { "head_free": { "r@1": 0.16700001060962677, "r@10": 0.4190000295639038, "median_rank": 20.0, "r@1_vs_chance": 167 }, "fitted_head": { "r@1": 0.23000000417232513, "r@10": 0.6350000500679016, "median_rank": 5.0, "r@1_vs_chance": 230 } }, "L54": { "head_free": { "r@1": 0.1600000113248825, "r@10": 0.5570000410079956, "median_rank": 8.0, "r@1_vs_chance": 160 }, "fitted_head": { "r@1": 0.19300000369548798, "r@10": 0.5800000429153442, "median_rank": 7.0, "r@1_vs_chance": 193 } }, "L60": { "head_free": { "r@1": 0.003000000026077032, "r@10": 0.03700000047683716, "median_rank": 393.0, "r@1_vs_chance": 3 }, "fitted_head": { "r@1": 0.1080000028014183, "r@10": 0.41700002551078796, "median_rank": 16.0, "r@1_vs_chance": 108 } } }, "chance_r@1": 0.001, "chance_median_rank": 500.0 }