**qwen3.5-4b-mlx** on the dev manifest (6b98d1a59d5f): behaviour diagnostics of 460 scored games

| group | games | wins | exp_per_game | bits_per_exp | eig | zero | repeats | alive_first | p_first | subs_per_game | nodes_ratio | over_simplest | more_or_than_truth | extra_or_per_sub | relational_outside_tier | contradicting | fits_ce | certain_wrong |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| all | 460 | 22 | 1.91 | 0.77 | 0.78 | 0.04 | 3 | 98.00 | 0.09 | 1.99 | 1.00 | 426/915 | 30/915 | 0.05 | 243/915 | 177/915 | 402/455 | 5 |
| wins | 22 | 22 | 2.59 | 1.04 | 0.77 | 0.05 | 0 | 38.00 | 0.20 | 1.77 | 1.08 | 11/39 | 0/39 | 0.00 | 2/39 | 0/39 | 17/17 | 0 |
| losses | 438 | 0 | 1.88 | 0.75 | 0.78 | 0.04 | 3 | 99.50 | 0.08 | 2.00 | 0.99 | 415/876 | 30/876 | 0.06 | 241/876 | 177/876 | 385/438 | 5 |
| T1 | 30 | 10 | 1.67 | 0.78 | 0.78 | 0.02 | 0 | 171.50 | 0.09 | 1.90 | 1.82 | 32/57 | 2/57 | 0.04 | 20/57 | 8/57 | 23/27 | 0 |
| T2 | 60 | 7 | 2.17 | 0.79 | 0.79 | 0.04 | 1 | 91.00 | 0.11 | 1.97 | 0.91 | 46/118 | 3/118 | 0.03 | 34/118 | 20/118 | 53/58 | 0 |
| T3 | 150 | 5 | 1.98 | 0.82 | 0.82 | 0.02 | 0 | 116.50 | 0.13 | 2.00 | 0.87 | 166/300 | 16/300 | 0.12 | 95/300 | 68/300 | 131/150 | 0 |
| T4 | 60 | 0 | 1.92 | 0.70 | 0.79 | 0.03 | 0 | 149.00 | 0.06 | 2.00 | 1.16 | 77/120 | 0/120 | 0.00 | 50/120 | 27/120 | 52/60 | 0 |
| T5 | 100 | 0 | 2.01 | 0.89 | 0.84 | 0.03 | 2 | 51.00 | 0.05 | 2.00 | 1.02 | 78/200 | 9/200 | 0.04 | 0/200 | 32/200 | 89/100 | 3 |
| T6 | 60 | 0 | 1.45 | 0.33 | 0.44 | 0.20 | 0 | 97.50 | 0.06 | 2.00 | 0.81 | 27/120 | 0/120 | 0.00 | 44/120 | 22/120 | 54/60 | 2 |