Tensorized concentration mixing / bench_report.json
Unverified
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": [
12 {
13 "cfg": {
14 "lr": 0.001
15 },
16 "mean": 0.43008940666913986
17 },
18 {
19 "cfg": {
20 "lr": 0.003
21 },
22 "mean": 0.45614606887102127
23 },
24 {
25 "cfg": {
26 "lr": 0.005
27 },
28 "mean": 0.5769104957580566
29 }
30 ],
31 "full": {
32 "mean": 0.43690821528434753,
33 "std": 0.04200321451882879,
34 "per_seed": [
35 0.40570154786109924,
36 0.35749006271362305,
37 0.4590928256511688,
38 0.49807319045066833,
39 0.43421313166618347,
40 0.44106775522232056,
41 0.48329558968544006,
42 0.41633161902427673
43 ],
44 "n": 8
45 },
46 "sweep_union_lrs": [
47 0.001,
48 0.003,
49 0.005
50 ]
51 },
52 "idea": {
53 "mean": 0.4732055962085724,
54 "std": 0.05560245931804311,
55 "per_seed": [
56 0.4548509120941162,
57 0.4054109454154968,
58 0.4097138047218323,
59 0.4698072671890259,
60 0.5605213046073914,
61 0.5118848085403442,
62 0.5427255630493164,
63 0.4307301640510559
64 ],
65 "n": 8,
66 "best_cfg": {
67 "lr": 0.001
68 },
69 "sweep": [
70 {
71 "cfg": {
72 "lr": 0.001
73 },
74 "mean": 0.4732055962085724,
75 "std": 0.05560245931804311,
76 "per_seed": [
77 0.4548509120941162,
78 0.4054109454154968,
79 0.4097138047218323,
80 0.4698072671890259,
81 0.5605213046073914,
82 0.5118848085403442,
83 0.5427255630493164,
84 0.4307301640510559
85 ]
86 },
87 {
88 "cfg": {
89 "lr": 0.003
90 },
91 "mean": 0.6192752122879028,
92 "std": 0.09782140112106731,
93 "per_seed": [
94 0.6161494255065918,
95 0.5007503628730774,
96 0.5499135255813599,
97 0.5674563646316528,
98 0.7630049586296082,
99 0.7055208683013916,
100 0.7415022253990173,
101 0.5099039673805237
102 ]
103 },
104 {
105 "cfg": {
106 "lr": 0.005
107 },
108 "mean": 0.7139862775802612,
109 "std": 0.13291049641408512,
110 "per_seed": [
111 0.7121991515159607,
112 0.5803670287132263,
113 0.6345881223678589,
114 0.5550000071525574,
115 0.9426005482673645,
116 0.8525124788284302,
117 0.8183250427246094,
118 0.6162978410720825
119 ]
120 }
121 ]
122 },
123 "comparison": {
124 "delta_mean": 0.036297380924224854,
125 "idea_wins": 2,
126 "n_pairs": 8,
127 "per_seed_diffs": [
128 0.04914936423301697,
129 0.04792088270187378,
130 -0.04937902092933655,
131 -0.028265923261642456,
132 0.12630817294120789,
133 0.07081705331802368,
134 0.05942997336387634,
135 0.014398545026779175
136 ],
137 "p_value": 0.1233,
138 "mde": 0.04700065274938183,
139 "mde_rel_pct": 10.757557561327378,
140 "verdict": "no significant win",
141 "system_worked": false
142 },
143 "mechanism_signature": {
144 "track_structure": "multi-token sequence forecast",
145 "implementation": "learned DCT-basis positive contraction",
146 "signature": {
147 "predicted": "axis mixing is non-expansive with spectral norm <=1",
148 "observed_mean_ratio": 0.7310447409751756,
149 "observed_max_ratio": 0.7322232178834247,
150 "predicted_max_singular_mean": 0.7532902434468269,
151 "confirmed": true
152 }
153 }
154}