OT-Sufficient Bottleneck Flow Matching / bench_report.json
Mechanism confirmed, baseline not beaten
1{
2 "bench_version": 1,
3 "track": "conditional_multitoken_diffusion",
4 "model": "shared_encoder_mlp",
5 "metric_direction": "lower is better",
6 "n_seeds": 8,
7 "baseline": {
8 "best_cfg": {
9 "lr": 0.01,
10 "epochs": 12
11 },
12 "sweep": [
13 {
14 "cfg": {
15 "lr": 0.001,
16 "epochs": 12
17 },
18 "mean": 0.390290267765522
19 },
20 {
21 "cfg": {
22 "lr": 0.003,
23 "epochs": 12
24 },
25 "mean": 0.3733091354370117
26 },
27 {
28 "cfg": {
29 "lr": 0.01,
30 "epochs": 12
31 },
32 "mean": 0.36269813030958176
33 }
34 ],
35 "full": {
36 "mean": 0.3607390485703945,
37 "std": 0.01654029145653189,
38 "per_seed": [
39 0.37062346935272217,
40 0.32732465863227844,
41 0.3899999260902405,
42 0.36284446716308594,
43 0.3566600978374481,
44 0.3669852316379547,
45 0.3537239730358124,
46 0.3577505648136139
47 ],
48 "n": 8
49 }
50 },
51 "idea": {
52 "per_seed": [
53 0.829505980014801,
54 0.8032728433609009,
55 0.6855372190475464,
56 0.7373040318489075,
57 0.7540731430053711,
58 0.773855447769165,
59 0.7264139652252197,
60 0.7292614579200745
61 ],
62 "mean": 0.7549030110239983,
63 "std": 0.046067620085947815
64 },
65 "comparison": {
66 "delta_mean": 0.39416396245360374,
67 "idea_wins": 0,
68 "n_pairs": 8,
69 "per_seed_diffs": [
70 0.45888251066207886,
71 0.47594818472862244,
72 0.2955372929573059,
73 0.37445956468582153,
74 0.397413045167923,
75 0.4068702161312103,
76 0.37268999218940735,
77 0.37151089310646057
78 ],
79 "p_value": 0.0081,
80 "mde": 0.047023554672292786,
81 "mde_rel_pct": 13.03533810898673,
82 "verdict": "idea worse (significant)",
83 "system_worked": false
84 },
85 "mechanism_signature": {
86 "mechanism_signature": {
87 "observed_token_std": 0.7545899152755737,
88 "predicted_token_std": 0.7607559561729431,
89 "observed_sample_mean_std": 0.14106108248233795,
90 "predicted_sample_mean_std": 0.1528526395559311,
91 "confirmed": true
92 },
93 "idea_lambda": 8.0,
94 "idea_runs": [
95 {
96 "lambda": 0.0,
97 "result": {
98 "per_seed": [
99 0.924494743347168,
100 1.0625691413879395,
101 0.7344903349876404,
102 0.912911593914032,
103 0.8331963419914246,
104 0.8818286657333374,
105 0.8657779693603516,
106 0.7827775478363037
107 ],
108 "mean": 0.8747557923197746,
109 "std": 0.09942397904692929
110 }
111 },
112 {
113 "lambda": 2.0,
114 "result": {
115 "per_seed": [
116 0.871182918548584,
117 0.8115776777267456,
118 0.6836869716644287,
119 0.7553004026412964,
120 0.7379289865493774,
121 0.782780110836029,
122 0.7276151776313782,
123 0.7247848510742188
124 ],
125 "mean": 0.7618571370840073,
126 "std": 0.058718477961378
127 }
128 },
129 {
130 "lambda": 8.0,
131 "result": {
132 "per_seed": [
133 0.829505980014801,
134 0.8032728433609009,
135 0.6855372190475464,
136 0.7373040318489075,
137 0.7540731430053711,
138 0.773855447769165,
139 0.7264139652252197,
140 0.7292614579200745
141 ],
142 "mean": 0.7549030110239983,
143 "std": 0.046067620085947815
144 }
145 }
146 ]
147 }
148}