depth-probe artifacts: probe-dependent layer ranking, scaling curves, SugarCrepe fitted re-test, banked null
9497609 verified | { | |
| "question": "does the object/arrangement spectrum shift with depth", | |
| "arm": "head-free, pool-mean centred cosine on raw states", | |
| "control": "L47 must reproduce sugarcrepe_diagnostic_20260806.json sep: swap_obj 0.396, replace_obj 0.582, swap_att 0.498, replace_rel 0.485", | |
| "sep_note": "sep = mean cos(positive, negative caption), lower is better separated", | |
| "backbone": "google/gemma-4-31B-it", | |
| "layers": [ | |
| 4, | |
| 12, | |
| 20, | |
| 28, | |
| 36, | |
| 44, | |
| 47, | |
| 54, | |
| 60 | |
| ], | |
| "results": { | |
| "L4": { | |
| "add_att": { | |
| "acc": 0.5679, | |
| "sep": 0.5654, | |
| "n": 692 | |
| }, | |
| "add_obj": { | |
| "acc": 0.5436, | |
| "sep": 0.3819, | |
| "n": 2062 | |
| }, | |
| "replace_att": { | |
| "acc": 0.5457, | |
| "sep": 0.5877, | |
| "n": 788 | |
| }, | |
| "replace_obj": { | |
| "acc": 0.5139, | |
| "sep": 0.4983, | |
| "n": 1652 | |
| }, | |
| "replace_rel": { | |
| "acc": 0.522, | |
| "sep": 0.5185, | |
| "n": 1406 | |
| }, | |
| "swap_att": { | |
| "acc": 0.488, | |
| "sep": 0.5789, | |
| "n": 666 | |
| }, | |
| "swap_obj": { | |
| "acc": 0.4531, | |
| "sep": 0.5517, | |
| "n": 245 | |
| }, | |
| "macro_acc": 0.5192 | |
| }, | |
| "L12": { | |
| "add_att": { | |
| "acc": 0.5332, | |
| "sep": 0.649, | |
| "n": 692 | |
| }, | |
| "add_obj": { | |
| "acc": 0.5466, | |
| "sep": 0.5035, | |
| "n": 2062 | |
| }, | |
| "replace_att": { | |
| "acc": 0.5508, | |
| "sep": 0.6551, | |
| "n": 788 | |
| }, | |
| "replace_obj": { | |
| "acc": 0.5285, | |
| "sep": 0.6039, | |
| "n": 1652 | |
| }, | |
| "replace_rel": { | |
| "acc": 0.4957, | |
| "sep": 0.5967, | |
| "n": 1406 | |
| }, | |
| "swap_att": { | |
| "acc": 0.4775, | |
| "sep": 0.6318, | |
| "n": 666 | |
| }, | |
| "swap_obj": { | |
| "acc": 0.4449, | |
| "sep": 0.6076, | |
| "n": 245 | |
| }, | |
| "macro_acc": 0.511 | |
| }, | |
| "L20": { | |
| "add_att": { | |
| "acc": 0.5289, | |
| "sep": 0.7108, | |
| "n": 692 | |
| }, | |
| "add_obj": { | |
| "acc": 0.5752, | |
| "sep": 0.5293, | |
| "n": 2062 | |
| }, | |
| "replace_att": { | |
| "acc": 0.5533, | |
| "sep": 0.7096, | |
| "n": 788 | |
| }, | |
| "replace_obj": { | |
| "acc": 0.5708, | |
| "sep": 0.6664, | |
| "n": 1652 | |
| }, | |
| "replace_rel": { | |
| "acc": 0.6017, | |
| "sep": 0.5633, | |
| "n": 1406 | |
| }, | |
| "swap_att": { | |
| "acc": 0.5135, | |
| "sep": 0.6603, | |
| "n": 666 | |
| }, | |
| "swap_obj": { | |
| "acc": 0.4776, | |
| "sep": 0.6152, | |
| "n": 245 | |
| }, | |
| "macro_acc": 0.5459 | |
| }, | |
| "L28": { | |
| "add_att": { | |
| "acc": 0.4855, | |
| "sep": 0.6382, | |
| "n": 692 | |
| }, | |
| "add_obj": { | |
| "acc": 0.5407, | |
| "sep": 0.4193, | |
| "n": 2062 | |
| }, | |
| "replace_att": { | |
| "acc": 0.5368, | |
| "sep": 0.6512, | |
| "n": 788 | |
| }, | |
| "replace_obj": { | |
| "acc": 0.5333, | |
| "sep": 0.6085, | |
| "n": 1652 | |
| }, | |
| "replace_rel": { | |
| "acc": 0.5455, | |
| "sep": 0.4954, | |
| "n": 1406 | |
| }, | |
| "swap_att": { | |
| "acc": 0.5225, | |
| "sep": 0.5494, | |
| "n": 666 | |
| }, | |
| "swap_obj": { | |
| "acc": 0.5429, | |
| "sep": 0.4414, | |
| "n": 245 | |
| }, | |
| "macro_acc": 0.5296 | |
| }, | |
| "L36": { | |
| "add_att": { | |
| "acc": 0.5029, | |
| "sep": 0.6385, | |
| "n": 692 | |
| }, | |
| "add_obj": { | |
| "acc": 0.5917, | |
| "sep": 0.4463, | |
| "n": 2062 | |
| }, | |
| "replace_att": { | |
| "acc": 0.5381, | |
| "sep": 0.6378, | |
| "n": 788 | |
| }, | |
| "replace_obj": { | |
| "acc": 0.5611, | |
| "sep": 0.6106, | |
| "n": 1652 | |
| }, | |
| "replace_rel": { | |
| "acc": 0.6017, | |
| "sep": 0.4958, | |
| "n": 1406 | |
| }, | |
| "swap_att": { | |
| "acc": 0.47, | |
| "sep": 0.5449, | |
| "n": 666 | |
| }, | |
| "swap_obj": { | |
| "acc": 0.5673, | |
| "sep": 0.4561, | |
| "n": 245 | |
| }, | |
| "macro_acc": 0.5475 | |
| }, | |
| "L44": { | |
| "add_att": { | |
| "acc": 0.4957, | |
| "sep": 0.6146, | |
| "n": 692 | |
| }, | |
| "add_obj": { | |
| "acc": 0.5689, | |
| "sep": 0.4452, | |
| "n": 2062 | |
| }, | |
| "replace_att": { | |
| "acc": 0.5343, | |
| "sep": 0.6336, | |
| "n": 788 | |
| }, | |
| "replace_obj": { | |
| "acc": 0.6168, | |
| "sep": 0.5973, | |
| "n": 1652 | |
| }, | |
| "replace_rel": { | |
| "acc": 0.6024, | |
| "sep": 0.5022, | |
| "n": 1406 | |
| }, | |
| "swap_att": { | |
| "acc": 0.536, | |
| "sep": 0.513, | |
| "n": 666 | |
| }, | |
| "swap_obj": { | |
| "acc": 0.5143, | |
| "sep": 0.4154, | |
| "n": 245 | |
| }, | |
| "macro_acc": 0.5526 | |
| }, | |
| "L47": { | |
| "add_att": { | |
| "acc": 0.5058, | |
| "sep": 0.5973, | |
| "n": 692 | |
| }, | |
| "add_obj": { | |
| "acc": 0.5684, | |
| "sep": 0.4326, | |
| "n": 2062 | |
| }, | |
| "replace_att": { | |
| "acc": 0.5381, | |
| "sep": 0.616, | |
| "n": 788 | |
| }, | |
| "replace_obj": { | |
| "acc": 0.6138, | |
| "sep": 0.5826, | |
| "n": 1652 | |
| }, | |
| "replace_rel": { | |
| "acc": 0.5996, | |
| "sep": 0.4854, | |
| "n": 1406 | |
| }, | |
| "swap_att": { | |
| "acc": 0.5465, | |
| "sep": 0.4975, | |
| "n": 666 | |
| }, | |
| "swap_obj": { | |
| "acc": 0.4939, | |
| "sep": 0.3949, | |
| "n": 245 | |
| }, | |
| "macro_acc": 0.5523 | |
| }, | |
| "L54": { | |
| "add_att": { | |
| "acc": 0.5694, | |
| "sep": 0.5229, | |
| "n": 692 | |
| }, | |
| "add_obj": { | |
| "acc": 0.5664, | |
| "sep": 0.3895, | |
| "n": 2062 | |
| }, | |
| "replace_att": { | |
| "acc": 0.5939, | |
| "sep": 0.5514, | |
| "n": 788 | |
| }, | |
| "replace_obj": { | |
| "acc": 0.6659, | |
| "sep": 0.518, | |
| "n": 1652 | |
| }, | |
| "replace_rel": { | |
| "acc": 0.6095, | |
| "sep": 0.4494, | |
| "n": 1406 | |
| }, | |
| "swap_att": { | |
| "acc": 0.527, | |
| "sep": 0.4402, | |
| "n": 666 | |
| }, | |
| "swap_obj": { | |
| "acc": 0.4531, | |
| "sep": 0.3432, | |
| "n": 245 | |
| }, | |
| "macro_acc": 0.5693 | |
| }, | |
| "L60": { | |
| "add_att": { | |
| "acc": 0.5202, | |
| "sep": 0.4547, | |
| "n": 692 | |
| }, | |
| "add_obj": { | |
| "acc": 0.4777, | |
| "sep": 0.3392, | |
| "n": 2062 | |
| }, | |
| "replace_att": { | |
| "acc": 0.5431, | |
| "sep": 0.4894, | |
| "n": 788 | |
| }, | |
| "replace_obj": { | |
| "acc": 0.5406, | |
| "sep": 0.4587, | |
| "n": 1652 | |
| }, | |
| "replace_rel": { | |
| "acc": 0.5128, | |
| "sep": 0.4254, | |
| "n": 1406 | |
| }, | |
| "swap_att": { | |
| "acc": 0.5435, | |
| "sep": 0.3654, | |
| "n": 666 | |
| }, | |
| "swap_obj": { | |
| "acc": 0.5184, | |
| "sep": 0.2617, | |
| "n": 245 | |
| }, | |
| "macro_acc": 0.5223 | |
| } | |
| }, | |
| "n_images": 1560, | |
| "n_captions": 11844, | |
| "n_pairs": 7511 | |
| } |