paper7-bert-layer-analysis / results /mrpc_layer_analysis.json
leoncynn's picture
Upload folder using huggingface_hub
2c6b8f0 verified
{
"task": "mrpc",
"orig_acc": 0.8774509803921569,
"layers": {
"0": {
"sep": 215292.45685464944,
"delta": 215292.45685464944,
"acc": 0.6838235294117647,
"role": "embedding"
},
"1": {
"sep": 135.2205952424164,
"delta": -215157.23625940701,
"acc": 0.6838235294117647,
"role": "harmful (separability decrease)"
},
"2": {
"sep": 78.79455792906828,
"delta": -56.42603731334813,
"acc": 0.6887254901960784,
"role": "harmful (separability decrease)"
},
"3": {
"sep": 77.38209569463025,
"delta": -1.4124622344380242,
"acc": 0.6862745098039216,
"role": "weakening"
},
"4": {
"sep": 62.31577395823837,
"delta": -15.066321736391885,
"acc": 0.6887254901960784,
"role": "harmful (separability decrease)"
},
"5": {
"sep": 56.391414097004606,
"delta": -5.924359861233761,
"acc": 0.7279411764705882,
"role": "harmful (separability decrease)"
},
"6": {
"sep": 47.91002936824455,
"delta": -8.481384728760055,
"acc": 0.7573529411764706,
"role": "harmful (separability decrease)"
},
"7": {
"sep": 51.42668420665588,
"delta": 3.516654838411327,
"acc": 0.7573529411764706,
"role": "important"
},
"8": {
"sep": 79.08717789276099,
"delta": 27.660493686105113,
"acc": 0.75,
"role": "critical (separability boost)"
},
"9": {
"sep": 73.88214979634964,
"delta": -5.205028096411354,
"acc": 0.7794117647058824,
"role": "harmful (separability decrease)"
},
"10": {
"sep": 57.47227261443027,
"delta": -16.40987718191937,
"acc": 0.8112745098039216,
"role": "harmful (separability decrease)"
},
"11": {
"sep": 74.79196344707812,
"delta": 17.31969083264785,
"acc": 0.8725490196078431,
"role": "critical (separability boost)"
},
"12": {
"sep": 106.87998393630933,
"delta": 32.08802048923121,
"acc": 0.8799019607843137,
"role": "critical (separability boost)"
}
},
"ffn": {
"0": {
"attn": 0.6838235294117647,
"ffn": 0.6838235294117647,
"delta": 0.0,
"verdict": "neutral"
},
"1": {
"attn": 0.6838235294117647,
"ffn": 0.6887254901960784,
"delta": 0.004901960784313708,
"verdict": "neutral"
},
"2": {
"attn": 0.6838235294117647,
"ffn": 0.6862745098039216,
"delta": 0.002450980392156854,
"verdict": "neutral"
},
"3": {
"attn": 0.7230392156862745,
"ffn": 0.6887254901960784,
"delta": -0.03431372549019607,
"verdict": "harmful"
},
"4": {
"attn": 0.7034313725490197,
"ffn": 0.7279411764705882,
"delta": 0.02450980392156854,
"verdict": "beneficial"
},
"5": {
"attn": 0.7524509803921569,
"ffn": 0.7573529411764706,
"delta": 0.004901960784313708,
"verdict": "neutral"
},
"6": {
"attn": 0.75,
"ffn": 0.7573529411764706,
"delta": 0.007352941176470562,
"verdict": "neutral"
},
"7": {
"attn": 0.7450980392156863,
"ffn": 0.75,
"delta": 0.004901960784313708,
"verdict": "neutral"
},
"8": {
"attn": 0.7696078431372549,
"ffn": 0.7794117647058824,
"delta": 0.009803921568627416,
"verdict": "neutral"
},
"9": {
"attn": 0.8014705882352942,
"ffn": 0.8112745098039216,
"delta": 0.009803921568627416,
"verdict": "neutral"
},
"10": {
"attn": 0.8578431372549019,
"ffn": 0.8725490196078431,
"delta": 0.014705882352941235,
"verdict": "beneficial"
},
"11": {
"attn": 0.8627450980392157,
"ffn": 0.8799019607843137,
"delta": 0.017156862745097978,
"verdict": "beneficial"
}
},
"error_analysis": {
"total_wrong": 44,
"c0_to_c1": 25,
"c1_to_c0": 19,
"avg_margin": 0.6102046364064737
}
}