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    Circuit Sparsity
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    Explanations

    `__str__` or `__init__` or `__type__`

    python-code · gemini-2.5-flash-lite

    max_ or __ine__ suffix (negative activations)

    python-code · gemini-2.5-flash-lite
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    Negative Logits
    gest
    -0.07
    .he
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    o
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    own
    -0.06
    (he
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     o
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    oc
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    essage
    -0.06
    ates
    -0.06
    od
    -0.05
    Positive Logits
    ()<|
    0.07
    timal
    0.07
    dint
    0.07
    straints
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    prese
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    "↵↵
    0.06
    }")↵↵
    0.06
    stac
    0.06
    didate
    0.06
    }")<|
    0.06
    Activations Density 100.000%

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    Circuit Sparsity
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    Explanations

    itertools.product and entropy

    python-code · gemini-2.5-flash-lite

    method call with parentheses () (negative activations)

    python-code · gemini-2.5-flash-lite
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    print
    -0.05
    ound
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    -0.04
    lo
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     Re
    -0.03
    or
    -0.03
    der
    -0.03
    ad
    -0.03
    -0.03
    -0.02
    Positive Logits
    xF
    0.07
    ize
    0.06
    nt
    0.05
    ;
    0.04
    loat
    0.04
     [↵
    0.03
     the
    0.03
    self
    0.03
    ket
    0.03
    ger
    0.03
    Activations Density 100.000%

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