src/data/metrics/margin_to_human.json

{
  "perception_temporal_action_loc": {
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    "MLAB (gemini-exp-1206)": -0.4731328246392113,
    "MLAB (o3-mini)": 0.3066106841553126,
    "MLAB (gpt-4o)": 0.3298075630252947,
    "MLAB (llama3-1-405b-instruct)": 0.5183240203504569,
    "CoI-Agent (o1) + MLAB (gpt-4o)": 0.3475212791527979
  },
  "llm-merging": {
    "CoI-Agent (o1) + MLAB (gpt-4o)": -0.9900989999019761,
    "MLAB (claude-3-5-sonnet-v2)": 4.950495058915793,
    "MLAB (gemini-exp-1206)": 4.950495058915793,
    "MLAB (o3-mini)": -0.9900989999019761,
    "MLAB (gpt-4o)": 1.9801980295069084,
    "MLAB (llama3-1-405b-instruct)": -0.9900989999019761
  },
  "meta-learning": {
    "CoI-Agent (o1) + MLAB (gpt-4o)": 1.781401026144938,
    "MLAB (claude-3-5-sonnet-v2)": 1.781401026144938,
    "MLAB (gemini-exp-1206)": 1.781401026144938,
    "MLAB (o3-mini)": -4.900331256476853,
    "MLAB (gpt-4o)": 1.781401026144938,
    "MLAB (llama3-1-405b-instruct)": 1.781401026144938
  },
  "product-recommendation": {
    "CoI-Agent (o1) + MLAB (gpt-4o)": 0.1459345029718814,
    "MLAB (claude-3-5-sonnet-v2)": 2.9771372473170388,
    "MLAB (gemini-exp-1206)": 0.1459345029718814,
    "MLAB (o3-mini)": 0.1462759705510577,
    "MLAB (gpt-4o)": 0.6398666846799662,
    "MLAB (llama3-1-405b-instruct)": -7.044800459739471e-10
  },
  "machine_unlearning": {
    "CoI-Agent (o1) + MLAB (gpt-4o)": 11.832138969791846,
    "MLAB (claude-3-5-sonnet-v2)": -94.71778374121965,
    "MLAB (gemini-exp-1206)": 5.632371576335568,
    "MLAB (o3-mini)": 3.623856546073656,
    "MLAB (gpt-4o)": -17.996962489965668,
    "MLAB (llama3-1-405b-instruct)": 6.2098517833311
  },
  "backdoor-trigger-recovery": {
    "CoI-Agent (o1) + MLAB (gpt-4o)": 6.1572772457753295,
    "MLAB (claude-3-5-sonnet-v2)": 39.903815022493674,
    "MLAB (gemini-exp-1206)": 12.94287662739089,
    "MLAB (o3-mini)": 6.238823700218141,
    "MLAB (gpt-4o)": 10.386627431983776,
    "MLAB (llama3-1-405b-instruct)": 11.542228789066877
  }
}