{ "task": "sst2", "orig_acc": 0.934, "layers": { "0": { "sep": 89225.16024069591, "delta": 89225.16024069591, "acc": 0.53, "role": "embedding" }, "1": { "sep": 129.12223518499397, "delta": -89096.03800551091, "acc": 0.544, "role": "harmful (separability decrease)" }, "2": { "sep": 109.14816514194835, "delta": -19.974070043045614, "acc": 0.588, "role": "harmful (separability decrease)" }, "3": { "sep": 119.95343254648107, "delta": 10.805267404532714, "acc": 0.598, "role": "critical (separability boost)" }, "4": { "sep": 82.62206736035587, "delta": -37.3313651861252, "acc": 0.552, "role": "harmful (separability decrease)" }, "5": { "sep": 64.85882702122912, "delta": -17.763240339126753, "acc": 0.684, "role": "harmful (separability decrease)" }, "6": { "sep": 56.68732706293641, "delta": -8.171499958292706, "acc": 0.614, "role": "harmful (separability decrease)" }, "7": { "sep": 57.44462349827881, "delta": 0.757296435342397, "acc": 0.74, "role": "moderate" }, "8": { "sep": 67.34111023033665, "delta": 9.896486732057845, "acc": 0.622, "role": "important" }, "9": { "sep": 95.00798469418417, "delta": 27.66687446384752, "acc": 0.88, "role": "critical (separability boost)" }, "10": { "sep": 119.43788584435403, "delta": 24.429901150169854, "acc": 0.924, "role": "critical (separability boost)" }, "11": { "sep": 133.79458581341888, "delta": 14.356699969064849, "acc": 0.932, "role": "critical (separability boost)" }, "12": { "sep": 171.96615672879156, "delta": 38.17157091537268, "acc": 0.938, "role": "critical (separability boost)" } }, "ffn": { "0": { "attn": 0.606, "ffn": 0.544, "delta": -0.061999999999999944, "verdict": "harmful" }, "1": { "attn": 0.548, "ffn": 0.588, "delta": 0.039999999999999925, "verdict": "beneficial" }, "2": { "attn": 0.538, "ffn": 0.598, "delta": 0.05999999999999994, "verdict": "beneficial" }, "3": { "attn": 0.53, "ffn": 0.552, "delta": 0.02200000000000002, "verdict": "beneficial" }, "4": { "attn": 0.614, "ffn": 0.684, "delta": 0.07000000000000006, "verdict": "beneficial" }, "5": { "attn": 0.536, "ffn": 0.614, "delta": 0.07799999999999996, "verdict": "beneficial" }, "6": { "attn": 0.674, "ffn": 0.74, "delta": 0.06599999999999995, "verdict": "beneficial" }, "7": { "attn": 0.792, "ffn": 0.622, "delta": -0.17000000000000004, "verdict": "harmful" }, "8": { "attn": 0.866, "ffn": 0.88, "delta": 0.014000000000000012, "verdict": "beneficial" }, "9": { "attn": 0.914, "ffn": 0.924, "delta": 0.010000000000000009, "verdict": "beneficial" }, "10": { "attn": 0.93, "ffn": 0.932, "delta": 0.0020000000000000018, "verdict": "neutral" }, "11": { "attn": 0.932, "ffn": 0.938, "delta": 0.005999999999999894, "verdict": "neutral" } }, "error_analysis": { "total_wrong": 30, "c0_to_c1": 7, "c1_to_c0": 23, "avg_margin": 0.3854449843858634 } }