1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
|
{
"protocol": "Node states are sixteen-view sets with internal standardized relation fields. Part A gates orderings at the true view assignment given the true coarse frame (upper bound); part B matches internal fields blind, with no frame and no pooled vectors, and uses hidden pairs only for scoring.",
"part_a_view_ordering": {
"nodes": 5000,
"context_nodes": 1000,
"e1_within_node_relational": {
"improving_fraction_mean": 0.31985,
"strict_local_min_nodes": 0.0
},
"e2_coarse_frame_profile": {
"improving_fraction_mean": 0.28293666666666667,
"strict_local_min_nodes": 0.0
},
"joint": {
"lambda_0.5": {
"improving_fraction_mean": 0.27108499999999996,
"strict_local_min_nodes": 0.0
},
"lambda_2.0": {
"improving_fraction_mean": 0.2549633333333333,
"strict_local_min_nodes": 0.0
}
}
},
"part_b_structured_affinity": [
{
"subset_seed": 0,
"nodes": 512,
"retrieval_null_corrected_centered": {
"r@1": 0.0,
"r@5": 0.01171875,
"r@10": 0.01953125,
"median_rank": 253.0,
"chance_r@1": 0.001953125
},
"retrieval_raw": {
"r@10": 0.021484375,
"median_rank": 241.0
},
"retrieval_signature_only": {
"r@10": 0.01953125,
"true_z": -0.021160447970032692
},
"linear_assignment_energy_null_corrected": {
"true_mean_cost": -0.32414552569389343,
"random_mean_cost": -0.31858623027801514,
"random_std": 0.005880001932382584,
"true_z": 0.9454581141471863
},
"hungarian_recovery_accuracy": 0.0,
"top_margin_decile_precision": 0.0,
"mutual_nn_count": 33,
"mutual_nn_precision": 0.0
},
{
"subset_seed": 1,
"nodes": 512,
"retrieval_null_corrected_centered": {
"r@1": 0.005859375,
"r@5": 0.015625,
"r@10": 0.029296875,
"median_rank": 266.0,
"chance_r@1": 0.001953125
},
"retrieval_raw": {
"r@10": 0.01953125,
"median_rank": 253.0
},
"retrieval_signature_only": {
"r@10": 0.02734375,
"true_z": -0.012197346426546574
},
"linear_assignment_energy_null_corrected": {
"true_mean_cost": -0.3220711946487427,
"random_mean_cost": -0.3212707042694092,
"random_std": 0.0056177424266934395,
"true_z": 0.14249324798583984
},
"hungarian_recovery_accuracy": 0.00390625,
"top_margin_decile_precision": 0.0,
"mutual_nn_count": 49,
"mutual_nn_precision": 0.04081632653061224
},
{
"subset_seed": 2,
"nodes": 512,
"retrieval_null_corrected_centered": {
"r@1": 0.005859375,
"r@5": 0.015625,
"r@10": 0.033203125,
"median_rank": 243.0,
"chance_r@1": 0.001953125
},
"retrieval_raw": {
"r@10": 0.017578125,
"median_rank": 240.0
},
"retrieval_signature_only": {
"r@10": 0.02734375,
"true_z": 7.24987403373234e-05
},
"linear_assignment_energy_null_corrected": {
"true_mean_cost": -0.33948662877082825,
"random_mean_cost": -0.33008480072021484,
"random_std": 0.0053815594874322414,
"true_z": 1.7470452785491943
},
"hungarian_recovery_accuracy": 0.005859375,
"top_margin_decile_precision": 0.0,
"mutual_nn_count": 32,
"mutual_nn_precision": 0.03125
}
]
}
|
