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2026-04-083-seed multi-seed verification of penalized DFA deep cos = +0.17YurenHao0426
| seed | l0 | l1 | l2 | l3 | l4 | layer-mean | |---|---:|---:|---:|---:|---:|---:| | 42 | +0.316 | +0.169 | +0.151 | +0.165 | +0.166 | +0.193 | | 123 | +0.333 | +0.093 | +0.155 | +0.178 | +0.177 | +0.187 | | 456 | +0.339 | +0.131 | +0.123 | +0.150 | +0.150 | +0.179 | 3-seed mean deep cos (l1-l4): ~0.155 ± 0.025 3-seed layer-mean: +0.186 ± 0.007 The +0.17 finding is rock-solid, combined with: - null calibration: training-Bs +0.16 vs fresh-Bs +0.002 - hypothesis B confirmed: vanilla early ep deep cos ~0 - 3-seed reproducibility (this commit) This is the §4 evidence for the paper's 'penalty creates partial deep alignment, partially alleviating mode 2'.