paper7-bert-layer-analysis / results /cola_layer_analysis.json
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{
"task": "cola",
"orig_acc": 0.826,
"layers": {
"0": {
"sep": 564117.59795138,
"delta": 564117.59795138,
"acc": 0.7,
"role": "embedding"
},
"1": {
"sep": 40.51224618085045,
"delta": -564077.085705199,
"acc": 0.7,
"role": "harmful (separability decrease)"
},
"2": {
"sep": 33.381698281967054,
"delta": -7.130547898883393,
"acc": 0.7,
"role": "harmful (separability decrease)"
},
"3": {
"sep": 37.161585847096866,
"delta": 3.779887565129812,
"acc": 0.7,
"role": "important"
},
"4": {
"sep": 20.53718845963159,
"delta": -16.624397387465276,
"acc": 0.7,
"role": "harmful (separability decrease)"
},
"5": {
"sep": 21.193863280706577,
"delta": 0.6566748210749864,
"acc": 0.7,
"role": "moderate"
},
"6": {
"sep": 24.69053607681155,
"delta": 3.496672796104974,
"acc": 0.702,
"role": "important"
},
"7": {
"sep": 20.188440016583762,
"delta": -4.502096060227789,
"acc": 0.702,
"role": "weakening"
},
"8": {
"sep": 27.846911168315984,
"delta": 7.658471151732222,
"acc": 0.706,
"role": "important"
},
"9": {
"sep": 60.53500329741565,
"delta": 32.688092129099665,
"acc": 0.828,
"role": "critical (separability boost)"
},
"10": {
"sep": 65.66591392778325,
"delta": 5.130910630367602,
"acc": 0.838,
"role": "important"
},
"11": {
"sep": 77.67919463235032,
"delta": 12.013280704567066,
"acc": 0.844,
"role": "critical (separability boost)"
},
"12": {
"sep": 76.86116101712489,
"delta": -0.8180336152254313,
"acc": 0.85,
"role": "weakening"
}
},
"ffn": {
"0": {
"attn": 0.7,
"ffn": 0.7,
"delta": 0.0,
"verdict": "neutral"
},
"1": {
"attn": 0.7,
"ffn": 0.7,
"delta": 0.0,
"verdict": "neutral"
},
"2": {
"attn": 0.7,
"ffn": 0.7,
"delta": 0.0,
"verdict": "neutral"
},
"3": {
"attn": 0.7,
"ffn": 0.7,
"delta": 0.0,
"verdict": "neutral"
},
"4": {
"attn": 0.7,
"ffn": 0.7,
"delta": 0.0,
"verdict": "neutral"
},
"5": {
"attn": 0.702,
"ffn": 0.702,
"delta": 0.0,
"verdict": "neutral"
},
"6": {
"attn": 0.7,
"ffn": 0.702,
"delta": 0.0020000000000000018,
"verdict": "neutral"
},
"7": {
"attn": 0.704,
"ffn": 0.706,
"delta": 0.0020000000000000018,
"verdict": "neutral"
},
"8": {
"attn": 0.828,
"ffn": 0.828,
"delta": 0.0,
"verdict": "neutral"
},
"9": {
"attn": 0.816,
"ffn": 0.838,
"delta": 0.02200000000000002,
"verdict": "beneficial"
},
"10": {
"attn": 0.84,
"ffn": 0.844,
"delta": 0.0040000000000000036,
"verdict": "neutral"
},
"11": {
"attn": 0.844,
"ffn": 0.85,
"delta": 0.006000000000000005,
"verdict": "neutral"
}
},
"error_analysis": {
"total_wrong": 75,
"c0_to_c1": 42,
"c1_to_c0": 33,
"avg_margin": 0.7180602467925863
}
}