OUTPUT of run 12 of at most 60:
```
=== REFERENCES DERIVED SOLELY FROM SHARED EMBEDDINGS ===
These are nearest-neighbour associations, NOT ground-truth answers.
Stable means raw-cosine and category-centred-cosine neighbours agree.
No source/answer pair is evaluated by either model.

country
 Argentina    raw=Australia     centred=Australia     margin=0.120 stable=True
 Brazil       raw=Australia     centred=South America margin=0.019 stable=False
 France       raw=Europe        centred=Europe        margin=0.272 stable=True
 Japan        raw=Australia     centred=Asia          margin=0.124 stable=False
 Canada       raw=Australia     centred=Australia     margin=0.094 stable=True
 Italy        raw=Europe        centred=Europe        margin=0.239 stable=True
 India        raw=Australia     centred=Asia          margin=0.054 stable=False
 China        raw=Asia          centred=Asia          margin=0.227 stable=True
 Germany      raw=Europe        centred=Europe        margin=0.227 stable=True
 Spain        raw=Europe        centred=Europe        margin=0.238 stable=True
 Poland       raw=Europe        centred=Europe        margin=0.156 stable=True
 Chile        raw=Australia     centred=South America margin=0.014 stable=False
 Colombia     raw=Australia     centred=South America margin=0.011 stable=False
 Mexico       raw=Australia     centred=South America margin=0.026 stable=False
 Indonesia    raw=Australia     centred=Australia     margin=0.004 stable=True
 Egypt        raw=Africa        centred=Africa        margin=0.134 stable=True
 Kenya        raw=Africa        centred=Africa        margin=0.255 stable=True
 Nigeria      raw=Africa        centred=Africa        margin=0.251 stable=True
Stable references retained: 12 / 18

color
 pumpkin      raw=orange        centred=purple        margin=0.010 stable=False
 eggplant     raw=purple        centred=purple        margin=0.142 stable=True
 banana       raw=orange        centred=orange        margin=0.067 stable=True
 lemon        raw=orange        centred=red           margin=0.007 stable=False
 tomato       raw=orange        centred=orange        margin=0.049 stable=True
 carrot       raw=orange        centred=yellow        margin=0.023 stable=False
 grass        raw=green         centred=green         margin=0.039 stable=True
 snow         raw=pink          centred=black         margin=0.008 stable=False
 coal         raw=orange        centred=blue          margin=0.018 stable=False
 sky          raw=blue          centred=red           margin=0.036 stable=False
 strawberry   raw=orange        centred=purple        margin=0.056 stable=False
 blueberry    raw=purple        centred=blue          margin=0.022 stable=False
 cucumber     raw=purple        centred=purple        margin=0.092 stable=True
 cherry       raw=pink          centred=red           margin=0.033 stable=False
 broccoli     raw=orange        centred=purple        margin=0.041 stable=False
 milk         raw=orange        centred=red           margin=0.021 stable=False
 chocolate    raw=orange        centred=brown         margin=0.011 stable=False
 lime         raw=orange        centred=red           margin=0.026 stable=False
 grape        raw=orange        centred=black         margin=0.003 stable=False
Stable references retained: 5 / 19

=== SIGNED WEIGHT-OPERATOR ASSOCIATION CHANGES, B MINUS A ===
Column order in each geometry: ['country_association', 'color_association', 'country_copy', 'color_copy']
All reference operators have unit Frobenius norm.
MLP products omit gates and are NOT the MLP computation.
Positive association means alignment with embedding-derived references,
not demonstrated factual correctness.

Attention: L H | raw coefficients | diag coefficients
 0 0 | -3.15e-04 -4.02e-04 +2.87e-04 -3.36e-04 | +7.85e-02 +2.57e-03 +8.42e-02 -3.01e-01
 0 1 | -8.17e-04 -1.82e-04 -3.04e-04 -3.52e-04 | -6.11e-02 -1.01e-02 -1.37e-01 -5.38e-02
 0 2 | -2.72e-04 -3.53e-04 -3.20e-04 -2.72e-04 | +7.66e-02 -1.48e-01 +1.64e-01 +9.29e-02
 0 3 | -3.05e-04 -3.79e-04 +4.83e-05 -8.13e-04 | +8.12e-02 -2.09e-01 +1.28e-01 -3.00e-01
 1 0 | -1.49e-04 -5.27e-04 -3.20e-05 -2.27e-04 | -3.33e-01 -7.33e-01 +1.75e+00 +2.99e-01
 1 1 | +7.54e-05 -5.23e-04 +5.34e-05 -2.79e-05 | -1.58e-01 -1.78e+00 +1.53e+00 +8.89e-01
 1 2 | -1.77e-04 -1.91e-04 +3.50e-04 +3.73e-04 | +4.35e-01 -1.05e+00 +1.57e+00 +1.32e+00
 1 3 | -3.12e-04 -7.25e-05 +7.41e-05 +6.18e-05 | -2.06e-01 +4.94e-01 +2.69e-01 +8.91e-01
 2 0 | -5.70e-04 -1.62e-04 -1.57e-04 +2.52e-04 | -5.47e-01 -3.37e-01 -5.58e-01 +2.93e-01
 2 1 | +1.54e-04 -2.50e-04 -1.04e-05 -3.09e-04 | +9.74e-01 -1.96e-01 +9.38e-01 -1.08e+00
 2 2 | -2.92e-04 +1.79e-04 +6.35e-05 +3.34e-04 | -2.61e-01 +1.41e-02 -1.58e-01 -2.85e-01
 2 3 | +9.47e-05 -1.87e-04 -1.68e-04 -8.79e-05 | +3.03e-01 -3.98e-01 -1.59e-01 -3.87e-01
 3 0 | -2.52e-04 -5.31e-05 +1.74e-04 -5.41e-05 | -2.59e-01 +7.01e-02 +1.05e+00 -3.56e-01
 3 1 | -1.93e-04 -7.54e-05 -9.22e-05 -7.10e-05 | +5.23e-01 +2.86e-01 +5.96e-02 -1.54e-01
 3 2 | -1.88e-05 -2.27e-04 +4.16e-05 -1.77e-04 | +3.64e-01 -7.26e-02 +1.65e-01 -2.89e-01
 3 3 | -1.87e-04 +4.20e-05 +6.45e-05 -1.83e-04 | -3.96e-02 +2.75e-01 +3.72e-01 -1.19e+00
 4 0 | -3.50e-04 +9.05e-05 -6.19e-04 +3.30e-04 | -1.03e+00 +1.87e-01 -1.95e+00 +9.45e-01
 4 1 | -3.22e-04 +3.00e-04 -7.86e-05 +2.44e-04 | -5.08e-01 +1.33e+00 -4.24e-01 +1.80e+00
 4 2 | -4.95e-04 -1.81e-06 -1.51e-04 +9.06e-05 | -1.14e+00 +6.09e-01 -4.00e-01 -1.03e+00
 4 3 | -3.10e-05 +2.81e-05 -2.86e-04 +6.18e-04 | -1.98e+00 +3.47e-01 -2.10e+00 +4.47e-01
 5 0 | +2.48e-04 -2.84e-04 -1.36e-04 -1.56e-04 | +1.73e+00 +1.58e+00 +2.64e-01 +1.84e+00
 5 1 | +6.91e-05 -1.82e-04 -8.83e-05 -5.53e-05 | -2.50e-01 -5.46e-01 +3.73e-01 +2.65e+00
 5 2 | +1.50e-04 -2.97e-04 -1.66e-04 -5.93e-05 | +3.83e-01 -8.12e-01 -3.03e-01 +1.29e+00
 5 3 | +3.78e-05 -2.72e-04 -3.36e-05 +4.78e-05 | +3.03e-01 +1.11e+00 +5.36e-03 +1.92e+00
 6 0 | +4.13e-05 +2.55e-04 -3.57e-04 +3.04e-05 | +6.29e-01 -4.87e-01 -6.90e-01 +1.28e+00
 6 1 | +1.58e-04 -3.28e-04 -2.30e-04 +3.41e-04 | +3.19e-03 -1.04e+00 -1.51e-01 +3.67e-01
 6 2 | +2.09e-04 +5.91e-05 -2.17e-04 -4.81e-05 | -2.85e-01 +1.23e-01 -1.26e-01 +3.45e-02
 6 3 | +3.53e-04 -2.59e-06 +1.16e-05 -3.90e-05 | +2.85e-01 -5.68e-02 -8.78e-02 +3.37e-01
 7 0 | +3.38e-05 +3.44e-04 -9.92e-05 -4.64e-05 | -4.21e-01 +2.00e+00 -7.03e-01 -3.67e-01
 7 1 | -3.86e-05 +4.01e-04 -2.38e-04 +6.52e-05 | -3.59e-01 +1.13e+00 -2.46e+00 +1.12e+00
 7 2 | +2.55e-05 +5.17e-04 -2.57e-04 -6.16e-06 | -6.70e-01 +2.44e+00 -5.42e-01 -3.03e-01
 7 3 | -5.50e-05 +3.61e-04 -3.75e-04 -1.01e-04 | -1.52e+00 +1.90e+00 -1.58e+00 +5.94e-01
 8 0 | -2.63e-04 +4.87e-04 +2.16e-04 +3.85e-05 | -1.36e+00 +3.65e+00 +1.32e+00 +1.05e+00
 8 1 | -1.33e-04 +9.93e-05 -8.54e-05 -2.26e-06 | -2.92e+00 +1.34e+00 -4.54e-01 +1.48e+00
 8 2 | -1.37e-04 +1.81e-04 +8.36e-05 +1.10e-04 | -1.77e+00 +1.02e+00 -3.94e-01 +1.62e+00
 8 3 | -3.40e-04 -2.22e-05 -5.14e-05 +4.34e-05 | -3.12e+00 +8.12e-01 -9.74e-01 +1.10e+00
 9 0 | +9.73e-05 +1.76e-04 -1.13e-04 -1.51e-04 | +9.45e-01 +6.77e-03 -5.04e-01 -1.28e-01
 9 1 | -2.77e-05 +1.92e-04 -5.22e-04 -2.47e-04 | +1.31e+00 -9.65e-01 -4.09e+00 -3.78e-01
 9 2 | +1.40e-04 -2.39e-04 +2.18e-05 +1.35e-05 | +1.79e+00 -1.97e+00 +7.00e-01 +3.06e-01
 9 3 | +9.41e-05 -1.58e-04 -1.03e-04 -2.57e-04 | +7.20e-01 +5.24e-01 +3.68e-01 -1.06e+00
10 0 | -1.28e-04 -1.91e-04 -1.66e-04 -3.14e-04 | -3.62e+00 -4.79e-02 -7.34e-01 +6.07e+00
10 1 | -1.77e-04 +1.57e-04 -2.05e-04 -1.41e-04 | +1.76e+00 +1.50e+00 -3.03e+00 -2.52e-01
10 2 | -2.74e-04 +3.36e-04 -5.91e-04 -1.86e-04 | -5.15e+00 +2.94e+00 -7.64e+00 +4.98e+00
10 3 | -4.03e-05 +9.40e-05 -3.02e-04 +1.47e-04 | +3.79e+00 +4.57e-01 -3.55e-01 +2.55e+00
11 0 | +9.62e-05 +9.42e-05 -3.61e-05 +9.44e-05 | -7.76e-01 +4.69e+00 +5.59e-01 -1.75e+00
11 1 | -7.99e-05 -3.46e-05 -4.43e-05 -5.11e-04 | -4.60e+00 +4.80e+00 -2.20e-01 -1.73e+00
11 2 | -2.48e-04 +2.66e-04 -1.67e-04 -5.94e-04 | -1.00e+01 +8.11e+00 -3.07e+00 -6.81e+00
11 3 | +2.67e-04 -3.74e-04 -1.08e-04 +1.25e-04 | +2.15e+00 -1.08e+00 -2.62e+00 +2.55e+00
12 0 | +2.30e-04 -6.08e-05 +6.17e-04 +3.33e-04 | -4.50e+00 -6.23e+00 +5.42e+00 -9.17e+00
12 1 | -8.12e-06 -4.49e-04 -2.51e-04 +6.93e-05 | -4.19e+01 -2.65e+00 -1.75e+01 +5.00e+00
12 2 | -2.15e-04 -5.74e-04 +8.97e-06 +4.42e-05 | -7.92e+01 +1.33e+01 +2.49e+00 +1.63e+01
12 3 | +4.73e-04 -7.56e-05 +1.88e-05 +4.14e-04 | -1.79e+00 +3.30e+00 -9.31e+00 +2.36e+00
13 0 | -7.00e-05 +1.99e-04 +6.85e-04 +1.64e-04 | -6.87e+00 +1.49e+01 +1.25e+01 +2.15e+00
13 1 | -5.21e-04 +6.65e-05 -9.23e-05 +1.76e-04 | -2.95e+00 -5.47e+00 +9.50e+00 +3.86e+00
13 2 | +2.19e-05 -1.15e-04 +2.96e-04 +2.38e-04 | -2.14e+00 -4.46e+00 -7.40e-02 +6.35e+00
13 3 | +8.20e-06 +1.39e-04 +3.14e-04 +3.18e-05 | -1.17e+01 +1.72e+01 -1.17e+00 +2.16e+01
14 0 | +1.30e-05 -4.99e-04 +8.37e-05 -3.69e-04 | +1.93e+00 -8.61e+00 +1.29e+01 +3.88e+00
14 1 | +1.22e-04 -4.45e-04 +3.85e-04 +3.52e-04 | -6.94e+00 +9.74e-01 +1.82e+01 +5.56e+00
14 2 | +1.96e-04 -4.65e-04 +1.05e-04 +9.25e-05 | +6.05e+00 -3.63e+01 +1.38e+01 +1.92e+01
14 3 | +3.37e-04 -3.88e-04 +1.17e-04 -1.32e-04 | +4.28e+00 -1.02e+00 +1.51e+01 +2.87e+00
15 0 | -3.38e-04 +3.40e-04 -2.99e-05 -1.04e-04 | -2.25e+01 +3.64e+01 +2.62e+01 -2.04e+01
15 1 | -1.93e-04 -1.82e-04 +2.72e-04 +1.13e-04 | -1.28e+01 +1.77e+01 +2.28e+00 -2.29e+00
15 2 | -6.77e-04 +1.04e-04 -1.51e-04 -1.92e-04 | -4.62e+01 +3.94e+01 -3.02e+00 -1.16e+01
15 3 | -5.29e-04 +7.23e-04 +9.62e-05 +3.20e-04 | -3.17e+01 +7.71e+01 +2.23e+01 +3.31e+01
16 0 | +1.42e-04 -3.53e-04 +4.06e-04 +1.04e-04 | +1.69e+01 -1.00e+01 +4.81e+00 +3.23e+01
16 1 | -4.23e-05 +2.05e-05 +1.86e-04 +1.06e-04 | -3.78e+00 +9.04e+00 +4.32e+00 +3.14e+01
16 2 | +3.78e-05 -1.48e-04 +4.89e-04 +2.48e-04 | +7.04e+00 -4.65e+00 +9.40e+00 +4.08e+01
16 3 | +9.51e-05 +1.25e-04 -1.65e-04 +2.16e-05 | +2.69e+00 +1.80e+00 -3.89e+00 +3.43e+01
17 0 | -3.87e-04 -3.95e-04 +1.63e-04 -1.33e-04 | -2.05e+01 +5.65e+00 -1.31e+01 +2.19e+01
17 1 | +2.04e-04 +7.57e-04 +9.51e-04 +1.88e-05 | -7.35e+00 +2.91e+01 +2.00e+01 +2.04e+01
17 2 | -1.50e-04 +1.25e-03 +6.61e-04 +2.59e-04 | -1.84e+01 +5.55e+01 +2.56e+01 +1.75e+01
17 3 | +3.78e-04 -2.56e-04 +4.35e-04 -1.59e-04 | +1.22e+01 -6.54e+00 +1.34e+01 +7.32e+00

MLP down/up: L | raw coefficients | diag coefficients
 0 | +1.30e-03 -6.80e-04 +4.84e-04 -1.23e-03 | +1.91e-01 +1.82e-02 -5.00e-02 -1.00e-02
 1 | +1.07e-04 +5.95e-04 -1.08e-03 -2.45e-04 | -6.21e-01 +1.12e+00 -2.61e+00 -3.16e-01
 2 | +1.70e-05 -3.62e-04 -5.20e-04 -2.95e-04 | +3.09e+00 +1.18e+00 +1.03e+00 +2.80e-01
 3 | -4.49e-05 -1.90e-04 +3.38e-04 -3.56e-04 | -3.63e+00 -6.04e-01 +2.01e+00 +3.19e+00
 4 | -3.04e-06 +3.39e-04 -6.63e-05 -6.53e-04 | +1.23e-01 -6.87e-01 -1.68e+00 -4.52e-01
 5 | +1.74e-04 +9.22e-04 +5.49e-04 +2.04e-04 | +1.91e-01 +1.48e+00 +1.37e+00 +6.21e-01
 6 | +1.02e-04 -9.37e-04 +1.47e-03 +3.82e-05 | -7.69e-01 -3.28e+00 +8.02e-01 -2.09e+00
 7 | +3.29e-04 -1.87e-04 +5.90e-04 +5.95e-05 | +5.29e-01 -1.57e+00 +1.45e+00 -5.49e-01
 8 | -2.20e-04 -3.25e-04 +8.70e-04 +3.41e-04 | +6.59e-01 +2.49e-01 +1.32e+00 +6.17e-01
 9 | -1.01e-04 -2.06e-04 -5.87e-04 +1.05e-04 | +9.35e-01 +6.21e-01 -1.22e+00 -1.85e+00
10 | +9.32e-04 +4.04e-04 +5.83e-04 -6.04e-06 | +2.06e+00 +1.63e-01 +2.48e+00 +1.88e-01
11 | +1.11e-03 -6.87e-04 +2.85e-04 -5.31e-04 | +1.13e+01 -2.07e+01 +1.04e+00 -5.76e-01
12 | +2.06e-03 -1.36e-03 +1.19e-03 -1.26e-06 | +5.18e+00 -1.48e+01 +8.29e-01 -6.17e+00
13 | +5.48e-04 -3.26e-04 +5.36e-04 +6.27e-04 | +1.39e+01 -7.78e+00 -7.23e-02 -8.33e+00
14 | +2.57e-04 -5.05e-04 +6.84e-05 +1.37e-03 | +1.44e+01 -7.52e+00 +8.58e+00 +3.45e+00
15 | +1.06e-03 +3.22e-04 +1.76e-04 -1.03e-03 | -1.13e+00 +3.15e+00 -4.52e+00 -3.40e+00
16 | +1.06e-03 -7.08e-04 -5.75e-04 -7.09e-04 | +5.24e+00 -1.21e+01 -8.55e+00 +2.88e+00
17 | -9.73e-04 +6.11e-04 +9.30e-05 -1.85e-04 | -8.05e+00 -1.95e+01 +3.03e+00 -2.92e+01

=== DIRECTIONAL CONSISTENCY, NOT A COMPOSED NETWORK SCORE ===
attention
 country_association: positive raw/diag=31/28 of 72; matching signs=51
 color_association: positive raw/diag=31/43 of 72; matching signs=54
 country_copy: positive raw/diag=32/36 of 72; matching signs=54
 color_copy: positive raw/diag=37/48 of 72; matching signs=51
 raw: both-associations+ and both-copy-: [(6, 2), (7, 0), (7, 2), (9, 0)]
 raw: both-associations- and both-copy+: [(1, 2), (1, 3), (12, 2), (15, 1)]
 diag: both-associations+ and both-copy-: [(9, 0), (10, 1)]
 diag: both-associations- and both-copy+: [(1, 0), (1, 1), (5, 1), (13, 1)]
MLP
 country_association: positive raw/diag=13/13 of 18; matching signs=12
 color_association: positive raw/diag=6/8 of 18; matching signs=12
 country_copy: positive raw/diag=13/11 of 18; matching signs=14
 color_copy: positive raw/diag=7/7 of 18; matching signs=10
 raw: both-associations+ and both-copy-: [(1, None)]
 raw: both-associations- and both-copy+: [(8, None)]
 diag: both-associations+ and both-copy-: [(0, None), (9, None)]
 diag: both-associations- and both-copy+: [(3, None)]

```