depth-probe artifacts: probe-dependent layer ranking, scaling curves, SugarCrepe fitted re-test, banked null
9497609 verified | { | |
| "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 | |
| } |