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"f7ec2c1fe515430a17750941ae180a9c001533ba007e63b169b2a37de2d523ee", "ffa00fa3cb63b93e2501ea15ac38230f08700cc92c10a94dce088d6c49742f49" ], "interpretation": "post-hoc vulnerability stratum, not adjudicated label errors; retained complement is not certified clean", "models": { "qwen38-flash-next": { "location": { "groups": 376, "views": 1128, "failures": 281, "groups_correct": 140, "missing_failures": 197, "invalid": 0 }, "other": { "groups": 624, "views": 1872, "failures": 489, "groups_correct": 259, "missing_failures": 241, "invalid": 0 } }, "gemma4-31b-it": { "location": { "groups": 376, "views": 1128, "failures": 310, "groups_correct": 140, "missing_failures": 180, "invalid": 0 }, "other": { "groups": 624, "views": 1872, "failures": 508, "groups_correct": 232, "missing_failures": 283, "invalid": 0 } }, "qwen": { "location": { "groups": 376, "views": 1128, "failures": 309, "groups_correct": 127, "missing_failures": 192, "invalid": 0 }, "other": { "groups": 624, "views": 1872, "failures": 534, "groups_correct": 232, "missing_failures": 241, "invalid": 0 } }, "gemma4-26b-a4b-it": { "location": { "groups": 376, "views": 1128, "failures": 320, "groups_correct": 146, "missing_failures": 156, "invalid": 0 }, "other": { "groups": 624, "views": 1872, "failures": 512, "groups_correct": 246, "missing_failures": 226, "invalid": 0 } }, "glm": { "location": { "groups": 376, "views": 1128, "failures": 310, "groups_correct": 81, "missing_failures": 281, "invalid": 0 }, "other": { "groups": 624, "views": 1872, "failures": 431, "groups_correct": 224, "missing_failures": 360, "invalid": 0 } }, "molmo2-8b": { "location": { "groups": 376, "views": 1128, "failures": 297, "groups_correct": 93, "missing_failures": 266, "invalid": 0 }, "other": { "groups": 624, "views": 1872, "failures": 610, "groups_correct": 174, "missing_failures": 311, "invalid": 0 } } }, "intervals": "point estimates only" }, "program_steps": { "2": 729, "3": 249, "4": 22 }, "program_steps_note": "Stored dependency_depth is len(program steps), not tree depth", "answer_types": { "short_text": 709, "boolean": 291 }, "paired_contrasts": { "qwen38-flash-next__gemma4-31b-it": { "left": "qwen38-flash-next", "right": "gemma4-31b-it", "failure": { "left_minus_right_pp": -1.5999999999999996, "interval_95_pp": [ -2.9333333333332936, -0.2666666666666483 ] }, "group_success": { "left_minus_right_pp": 2.7, "interval_95_pp": [ 0.20000000000000018, 5.200000000000005 ] }, "joint_success": { "left_minus_right_pp": 4.8, "interval_95_pp": [ 2.200000000000002, 7.400000000000001 ] }, "answer_accuracy_strict": { "left_minus_right_pp": 4.75, "interval_95_pp": [ 2.3499999999999965, 7.199999999999996 ] }, "balanced_failure": { "left_minus_right_pp": -1.825, "interval_95_pp": [ -3.225, -0.4743750000000068 ] }, "common_state_failure": { "left_minus_right_pp": -1.5999999999999996, "interval_95_pp": [ -2.9333333333332936, -0.2666666666666483 ] }, "common_state_group_success": { "left_minus_right_pp": 2.7, "interval_95_pp": [ 0.20000000000000018, 5.200000000000005 ] }, "missing_failure": { "left_minus_right_pp": -2.5, "interval_95_pp": [ -5.199999999999999, 0.20000000000000018 ] }, "answerable_failure": { "left_minus_right_pp": -1.15, "interval_95_pp": [ -3.15, 0.8000000000000007 ] }, "unanswerable_failure": { "left_minus_right_pp": -2.5, "interval_95_pp": [ -5.199999999999999, 0.20000000000000018 ] } }, "qwen38-flash-next__qwen": { "left": "qwen38-flash-next", "right": "qwen", "failure": { "left_minus_right_pp": -2.433333333333333, "interval_95_pp": [ -3.8666666666665246, -0.9666666666666157 ] }, "group_success": { "left_minus_right_pp": 4.0, "interval_95_pp": [ 1.200000000000001, 6.7 ] }, "joint_success": { "left_minus_right_pp": 4.9, "interval_95_pp": [ 2.200000000000002, 7.600000000000001 ] }, "answer_accuracy_strict": { "left_minus_right_pp": 5.1, "interval_95_pp": [ 2.950000000000008, 7.200000000000006 ] }, "balanced_failure": { "left_minus_right_pp": -1.7000000000000002, 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