{ "selection": "10 per class from test, lowest SHA256(seed+filename); independent of predictions", "seed": "aid-controlled-20261022-v1", "images": 300, "conditions": [ "control", "blur_1", "blur_2", "contrast_0.5", "contrast_1.5", "shift_left_60", "shift_right_60" ], "variant_rows": 2100, "image_policy": "All controls and transformed variants are 600x600 RGB lossless PNG; control preserves decoded RGB pixels; no resizing.", "transformations": { "blur": "Pillow GaussianBlur radius 1 or 2 pixels", "contrast": "Pillow ImageEnhance.Contrast factors 0.5 and 1.5", "shift": "60 pixels left/right with reflected fill; crops 60 original boundary pixels, so this is not pure object-position isolation" }, "analysis": "Paired accuracy changes vs fresh control; McNemar tests; pairwise differences of change via paired randomization; Holm across 30 within-model and 60 between-model tests.", "notes": [ "Equal-class balanced subset; accuracy is not directly comparable to the full test split.", "Ground truth held fixed; stronger transforms may remove discriminative evidence.", "Single stochastic response per model/image/condition; repeat on independent data to confirm." ], "experiment": "controlled-definitions-v1", "prompt_condition": "aid-definitions-v1", "prompt_sha256": "12e2b2b58a973300a03c8c307366cefa37488dce365152bb2852d08115a5ea1b", "case_manifest_sha256": "3d1f6fe4bc546ac861c4825bf2da3e07ffb42d417e6c3f918fefdca11fe1a625", "dataset": "aid-controlled-300-v1", "dataset_version": "1000198078684663546", "models": [ "luna", "jev", "clef", "d1", "d1-ultra" ], "trials": 1, "control": "Fresh clean PNG predictions with the same definitions prompt as every transformation; never use full-test or historical accuracy as the control.", "max_concurrency_per_model": 6 }