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  "perception_temporal_action_loc": {
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    "Top Human in Competition": 284.6,
    "MLAB (gemini-exp-1206)": -1.3,
    "MLAB (o3-mini)": 0.9,
    "MLAB (gpt-4o)": 0.9,
    "MLAB (llama3-1-405b-instruct)": 1.5,
    "CoI-Agent (o1) + MLAB (gpt-4o)": 1.0,
    "Human Idea + MLAB (gpt-4o)": 1.5
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    "CoI-Agent (o1) + MLAB (gpt-4o)": -0.7,
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    "MLAB (claude-3-5-sonnet-v2)": 3.4,
    "MLAB (gemini-exp-1206)": 3.4,
    "MLAB (o3-mini)": -0.7,
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    "MLAB (llama3-1-405b-instruct)": -0.7,
    "Human Idea + MLAB (gpt-4o)": -0.7
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  "product-recommendation": {
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    "Top Human in Competition": 412.6,
    "MLAB (gemini-exp-1206)": 0.6,
    "MLAB (o3-mini)": 0.6,
    "MLAB (gpt-4o)": 2.6,
    "MLAB (llama3-1-405b-instruct)": -0.0,
    "Human Idea + MLAB (gpt-4o)": 8.9,
    "CoI-Agent (o1) + MLAB (gpt-4o)": 0.6
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    "Top Human in Competition": 212.0,
    "Human Idea + MLAB (gpt-4o)": 26.1,
    "MLAB (claude-3-5-sonnet-v2)": 31.0,
    "MLAB (gemini-exp-1206)": 91.4,
    "MLAB (o3-mini)": 53.3,
    "MLAB (gpt-4o)": 100.8,
    "MLAB (llama3-1-405b-instruct)": 66.7
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  "meta-learning": {
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    "Top Human in Competition": 304.5,
    "MLAB (gemini-exp-1206)": -3.2,
    "MLAB (o3-mini)": -14.9,
    "MLAB (gpt-4o)": -14.9,
    "MLAB (llama3-1-405b-instruct)": -14.9,
    "Human Idea + MLAB (gpt-4o)": -14.9,
    "CoI-Agent (o1) + MLAB (gpt-4o)": -14.9
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  "machine_unlearning": {
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    "Top Human in Competition": 61.9,
    "CoI-Agent (o1) + MLAB (gpt-4o)": 7.3,
    "MLAB (claude-3-5-sonnet-v2)": -58.6,
    "MLAB (gemini-exp-1206)": 3.5,
    "MLAB (o3-mini)": 2.2,
    "MLAB (gpt-4o)": -11.1,
    "MLAB (llama3-1-405b-instruct)": 3.8
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  "backdoor-trigger-recovery": {
    "CoI-Agent (o1) + MLAB (gpt-4o)": 24.9,
    "Top Human in Competition": 621.3,
    "MLAB (claude-3-5-sonnet-v2)": 247.9,
    "MLAB (gemini-exp-1206)": 80.4,
    "MLAB (o3-mini)": 38.8,
    "MLAB (gpt-4o)": 64.5,
    "MLAB (llama3-1-405b-instruct)": 71.7,
    "Human Idea + MLAB (gpt-4o)": 54.5
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}