Gale-Nullspace Feature Mixer / bench_report.json
Mechanism confirmed, baseline not beaten
1{
2 "bench_version": 1,
3 "track": "sequence",
4 "model": "transformer_tiny",
5 "metric_direction": "lower is better",
6 "n_seeds": 8,
7 "baseline": {
8 "best_cfg": {
9 "lr": 0.001
10 },
11 "sweep": [
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24 {
25 "cfg": {
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31 "full": {
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34 "per_seed": [
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44 "n": 8
45 }
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47 "idea": {
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50 "per_seed": [
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60 "n": 8
61 },
62 "comparison": {
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64 "idea_wins": 5,
65 "n_pairs": 8,
66 "per_seed_diffs": [
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75 ],
76 "p_value": 0.18685,
77 "mde": 0.0009443470728781248,
78 "mde_rel_pct": 0.3079610412327136,
79 "verdict": "no measurable effect",
80 "system_worked": false
81 },
82 "mechanism_signature": {
83 "prediction": "dual summary should have low linear overlap with primary summary (abs corr < 0.2), while Gale residual is numerical roundoff",
84 "predicted_abs_summary_corr_max": 0.2,
85 "observed_abs_summary_corr_mean": 0.1512247179634869,
86 "observed_abs_summary_corr_per_seed": [
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96 "observed_null_residual_mean": 9.662536939458732e-07,
97 "observed_gate_mean": 0.4977433420717716,
98 "confirmed": true
99 },
100 "idea_sweep": [
101 {
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107 {
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113 {
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120 "core_math_check": {
121 "sizes": [
122 [
123 3,
124 7
125 ],
126 [
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128 32
129 ],
130 [
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132 32
133 ]
134 ],
135 "residuals": [
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137 4.8764372361745095e-15,
138 5.559546421959475e-15
139 ],
140 "max_residual": 5.559546421959475e-15,
141 "passed": true
142 },
143 "setup": {
144 "epochs": 8,
145 "n_train": 1200,
146 "n_test": 400,
147 "a": 8,
148 "window": 32,
149 "track_justification": "sequence is structurally matched because Gale mixing operates across multi-token windows"
150 }
151}