code/outputs/fig_jer_binding.json

{
  "independent": {
    "n_models": 13,
    "JER": {
      "r": 0.6349174885448835,
      "p": 0.019731151526595932,
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      "R2": 0.40312021726014224
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    "disc": {
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      "R2": 0.4654078481982883
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    "JER+Disc": {
      "R2": 0.5941663745191348,
      "LOO_R2": 0.3899503626205877,
      "n": 13
    },
    "claim4": {
      "var_decorr": {
        "binding_mean": 62.6,
        "JER_mean": 25.939373474162508,
        "n": 2,
        "rows": [
          {
            "model": "Barlow Twins ResNet-50",
            "binding": 0.622,
            "JER": 25.89230754512249
          },
          {
            "model": "VICReg ResNet-50",
            "binding": 0.63,
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          }
        ]
      },
      "clip": {
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        "JER_mean": 19.936768987602274,
        "n": 3,
        "rows": [
          {
            "model": "CLIP ViT-B/16",
            "binding": 0.33,
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          },
          {
            "model": "CLIP ViT-L/14",
            "binding": 0.336,
            "JER": 17.047236793169628
          },
          {
            "model": "CLIP ViT-B/32",
            "binding": 0.298,
            "JER": 22.41477242943368
          }
        ]
      }
    }
  },
  "paper_table": {
    "n_models": 26,
    "G.PR": {
      "r": 0.10175706384849538,
      "p": 0.6208611210490093,
      "n": 26,
      "R2": 0.010354500043066817
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    "G.Iso": {
      "r": 0.11043394682061311,
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      "R2": 0.012195656610377692
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    "L.Iso": {
      "r": 0.006045326440772988,
      "p": 0.9766178387496675,
      "n": 26,
      "R2": 3.654597177549235e-05
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    "JER": {
      "r": 0.6871683052539043,
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      "n": 26,
      "R2": 0.4722002797455227
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    "JER+Disc": {
      "R2": 0.7829973669623611,
      "LOO_R2": 0.7139457932658042,
      "n": 26
    }
  }
}