[
  {
    "system": "Cognee",
    "Human-like Correctness": 0.925,
    "Human-like Correctness Error": [
      0.911,
      0.94
    ],
    "DeepEval Correctness": 0.846,
    "DeepEval Correctness Error": [
      0.83,
      0.863
    ],
    "DeepEval EM": 0.687,
    "DeepEval EM Error": [
      0.661,
      0.717
    ],
    "DeepEval F1": 0.841,
    "DeepEval F1 Error": [
      0.821,
      0.861
    ]
  },
  {
    "system": "LightRAG",
    "Human-like Correctness": 0.955,
    "Human-like Correctness Error": [
      0.944,
      0.965
    ],
    "DeepEval Correctness": 0.673,
    "DeepEval Correctness Error": [
      0.661,
      0.684
    ],
    "DeepEval EM": 0.0,
    "DeepEval EM Error": [
      0.0,
      0.0
    ],
    "DeepEval F1": 0.09,
    "DeepEval F1 Error": [
      0.087,
      0.094
    ]
  },
  {
    "system": "Mem0",
    "Human-like Correctness": 0.722,
    "Human-like Correctness Error": [
      0.695,
      0.747
    ],
    "DeepEval Correctness": 0.541,
    "DeepEval Correctness Error": [
      0.524,
      0.559
    ],
    "DeepEval EM": 0.0,
    "DeepEval EM Error": [
      0.0,
      0.0
    ],
    "DeepEval F1": 0.12,
    "DeepEval F1 Error": [
      0.114,
      0.127
    ]
  },
  {
    "system": "Graphiti",
    "Human-like Correctness": 0.884,
    "Human-like Correctness Error": [
      0.802,
      0.954
    ],
    "DeepEval Correctness": 0.74,
    "DeepEval Correctness Error": [
      0.659,
      0.816
    ],
    "DeepEval EM": 0.46,
    "DeepEval EM Error": [
      0.32,
      0.6
    ],
    "DeepEval F1": 0.695,
    "DeepEval F1 Error": [
      0.589,
      0.797
    ]
  }
]
