Datasets:
Add hold-out experiment results
Browse files
experiments/holdout_decl_level.json
ADDED
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{
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"completed_splits": [
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{
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"seed": 42,
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"results_uniform": {
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"Random": {
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| 7 |
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"AUC": 0.5003,
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| 8 |
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"R@10": 0.1333,
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| 9 |
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"R@50": 0.676,
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"MRR": 0.524,
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"n_problems": 5000
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| 12 |
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},
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"Same module": {
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"AUC": 0.563,
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"R@10": 0.1789,
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"R@50": 0.642,
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"MRR": 0.998,
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| 18 |
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"n_problems": 5000
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},
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"Same namespace": {
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| 21 |
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"AUC": 0.5922,
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| 22 |
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"R@10": 0.2233,
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| 23 |
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"R@50": 0.664,
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| 24 |
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"MRR": 0.966,
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| 25 |
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"n_problems": 5000
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| 26 |
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},
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| 27 |
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"Same community": {
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| 28 |
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"AUC": 0.5,
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| 29 |
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"R@10": 0.0683,
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| 30 |
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"R@50": 0.618,
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| 31 |
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"MRR": 1.0,
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| 32 |
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"n_problems": 5000
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| 33 |
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},
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"Network features": {
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"AUC": 0.9778,
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"R@10": 0.5124,
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"R@50": 0.937,
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"MRR": 0.997,
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"n_problems": 5000
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},
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| 41 |
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"All features": {
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| 42 |
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"AUC": 0.9844,
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| 43 |
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"R@10": 0.5212,
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| 44 |
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"R@50": 0.94,
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"MRR": 0.997,
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"n_problems": 5000
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}
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},
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"results_hard": {
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"Random": {
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| 51 |
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"AUC": 0.5003,
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| 52 |
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"R@10": 0.1333,
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"R@50": 0.676,
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"MRR": 0.524,
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| 55 |
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"n_problems": 5000
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},
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"Same module": {
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"AUC": 0.563,
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| 59 |
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"R@10": 0.1789,
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"R@50": 0.642,
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"MRR": 0.997,
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| 62 |
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"n_problems": 5000
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},
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"Same namespace": {
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| 65 |
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"AUC": 0.5922,
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| 66 |
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"R@10": 0.2234,
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| 67 |
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"R@50": 0.664,
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"MRR": 0.964,
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| 69 |
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"n_problems": 5000
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| 70 |
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},
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"Same community": {
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"AUC": 0.5,
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| 73 |
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"R@10": 0.0683,
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| 74 |
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"R@50": 0.618,
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"MRR": 1.0,
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"n_problems": 5000
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| 77 |
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},
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"Network features": {
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| 79 |
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"AUC": 0.9776,
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| 80 |
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"R@10": 0.5097,
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| 81 |
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"R@50": 0.937,
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| 82 |
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"MRR": 0.997,
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| 83 |
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"n_problems": 5000
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| 84 |
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},
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"All features": {
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| 86 |
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"AUC": 0.9842,
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| 87 |
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"R@10": 0.5191,
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| 88 |
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"R@50": 0.94,
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| 89 |
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"MRR": 0.997,
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| 90 |
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"n_problems": 5000
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}
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},
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"diagnostics": {
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"in_degree_pearson_r": 0.999851,
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| 95 |
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"out_degree_pearson_r": 0.999315,
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"pagerank_pearson_r": 0.950683,
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"betweenness_pearson_r": 0.712134,
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"community_nmi": 0.7821,
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"dag_layer_mean_shift": 2.9912,
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| 100 |
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"test_decl_mean_in_degree": 0.0,
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| 101 |
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"test_decl_mean_out_degree": 0.0,
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| 102 |
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"test_decl_mean_pagerank": 7.667e-07,
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| 103 |
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"n_wcc": 48812,
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| 104 |
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"largest_wcc_size": 259311,
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| 105 |
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"g_train_edges": 6727267,
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| 106 |
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"edges_removed_pct": 20.21
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| 107 |
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},
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| 108 |
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"n_train_decls": 194929,
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| 109 |
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"n_test_decls": 48733,
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| 110 |
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"elapsed_s": 2396
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}
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| 112 |
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]
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}
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experiments/holdout_edge_level.json
ADDED
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@@ -0,0 +1,63 @@
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{
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"completed_splits": [
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| 3 |
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{
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| 4 |
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"seed": 42,
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| 5 |
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"results": {
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| 6 |
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"Random": {
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| 7 |
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"AUC": 0.497,
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| 8 |
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"R@10": 0.179,
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| 9 |
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"R@50": 0.897,
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| 10 |
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"MRR": 0.25,
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| 11 |
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"n_problems": 5000
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| 12 |
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},
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| 13 |
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"Same module": {
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| 14 |
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"AUC": 0.562,
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| 15 |
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"R@10": 0.398,
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| 16 |
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"R@50": 0.973,
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| 17 |
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"MRR": 0.994,
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| 18 |
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"n_problems": 5000
|
| 19 |
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},
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| 20 |
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"Same namespace": {
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| 21 |
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"AUC": 0.59,
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| 22 |
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"R@10": 0.431,
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| 23 |
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"R@50": 0.974,
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| 24 |
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"MRR": 0.93,
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| 25 |
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"n_problems": 5000
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| 26 |
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},
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| 27 |
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"Same community": {
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| 28 |
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"AUC": 0.755,
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| 29 |
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"R@10": 0.441,
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| 30 |
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"R@50": 0.98,
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| 31 |
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"MRR": 0.786,
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| 32 |
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"n_problems": 5000
|
| 33 |
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},
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| 34 |
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"Network features": {
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| 35 |
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"AUC": 0.988,
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| 36 |
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"R@10": 0.919,
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| 37 |
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"R@50": 0.999,
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| 38 |
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"MRR": 0.976,
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| 39 |
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"n_problems": 5000
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| 40 |
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},
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| 41 |
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"All features": {
|
| 42 |
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"AUC": 0.992,
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| 43 |
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"R@10": 0.926,
|
| 44 |
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"R@50": 0.999,
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| 45 |
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"MRR": 0.984,
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| 46 |
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"n_problems": 5000
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| 47 |
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}
|
| 48 |
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},
|
| 49 |
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"diagnostics": {
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| 50 |
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"in_degree_pearson_r": 0.999991,
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| 51 |
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"out_degree_pearson_r": 0.996016,
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| 52 |
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"pagerank_pearson_r": 0.911671,
|
| 53 |
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"betweenness_pearson_r": 0.658761,
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| 54 |
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"community_nmi": 0.6737,
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| 55 |
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"dag_layer_mean_shift": 3.1637,
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| 56 |
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"dag_layer_max_shift": 80,
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| 57 |
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"n_wcc": 363,
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| 58 |
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"largest_wcc_size": 307763
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| 59 |
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},
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| 60 |
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"elapsed_s": 2937
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| 61 |
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}
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| 62 |
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]
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| 63 |
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}
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experiments/premise_retrieval_hard_negatives.json
ADDED
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@@ -0,0 +1,38 @@
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| 1 |
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{
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| 2 |
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"Random": {
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| 3 |
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"AUC": 0.5015032262104209,
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| 4 |
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"R@10": 0.1360585603981675,
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| 5 |
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"R@50": 0.6769906958015243,
|
| 6 |
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"MRR": 0.5216367807667213
|
| 7 |
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},
|
| 8 |
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"Same module": {
|
| 9 |
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"AUC": 0.562350943150883,
|
| 10 |
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"R@10": 0.17716134828405006,
|
| 11 |
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"R@50": 0.6429486391917959,
|
| 12 |
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"MRR": 0.9893142857142857
|
| 13 |
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},
|
| 14 |
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"Same namespace": {
|
| 15 |
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"AUC": 0.5803446516951352,
|
| 16 |
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"R@10": 0.2057242294389468,
|
| 17 |
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"R@50": 0.6591106708054222,
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| 18 |
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"MRR": 0.9167673885966564
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| 19 |
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},
|
| 20 |
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"Same community": {
|
| 21 |
+
"AUC": 0.3601798080569178,
|
| 22 |
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"R@10": 0.05207239139664216,
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| 23 |
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"R@50": 0.5079945224060302,
|
| 24 |
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"MRR": 0.793327165399728
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| 25 |
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},
|
| 26 |
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"Network features": {
|
| 27 |
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"AUC": 0.9838247131236855,
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| 28 |
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"R@10": 0.5103782600858937,
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| 29 |
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"R@50": 0.9414442050593969,
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| 30 |
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"MRR": 0.9986583333333334
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| 31 |
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},
|
| 32 |
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"All features": {
|
| 33 |
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"AUC": 0.9894400400671409,
|
| 34 |
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"R@10": 0.5203356738855442,
|
| 35 |
+
"R@50": 0.9426993462065937,
|
| 36 |
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"MRR": 0.9986333333333334
|
| 37 |
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}
|
| 38 |
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}
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experiments/premise_retrieval_results.json
ADDED
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@@ -0,0 +1,86 @@
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| 1 |
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{
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| 2 |
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"Random": {
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| 3 |
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"AUC": 0.4988464624381927,
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| 4 |
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"R@10": 0.13489873938604055,
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| 5 |
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"R@50": 0.675421720785031,
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| 6 |
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"MRR": 0.5177648872389418,
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| 7 |
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"AUC_ci_lo": 0.4976579056909061,
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| 8 |
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"AUC_ci_hi": 0.5025447127337402,
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| 9 |
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"R@10_ci_lo": 0.13314589782962657,
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| 10 |
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"R@10_ci_hi": 0.13807478534717094,
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| 11 |
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"R@50_ci_lo": 0.6708032287760948,
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| 12 |
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"R@50_ci_hi": 0.6822757937354658,
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| 13 |
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"MRR_ci_lo": 0.5097106183497658,
|
| 14 |
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"MRR_ci_hi": 0.5304948072004493
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| 15 |
+
},
|
| 16 |
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"Same module": {
|
| 17 |
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"AUC": 0.563252943150883,
|
| 18 |
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"R@10": 0.17701251024723705,
|
| 19 |
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"R@50": 0.6434465696480249,
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| 20 |
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"MRR": 0.9972,
|
| 21 |
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"AUC_ci_lo": 0.5611102003189763,
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| 22 |
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"AUC_ci_hi": 0.5651486253506915,
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| 23 |
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"R@10_ci_lo": 0.17269307941264872,
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| 24 |
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"R@10_ci_hi": 0.18132900160478696,
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| 25 |
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"R@50_ci_lo": 0.6354730399715295,
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| 26 |
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"R@50_ci_hi": 0.6551981898656606,
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| 27 |
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"MRR_ci_lo": 0.9961949999999999,
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| 28 |
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"MRR_ci_hi": 0.9981
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| 29 |
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},
|
| 30 |
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"Same namespace": {
|
| 31 |
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"AUC": 0.5902006516951351,
|
| 32 |
+
"R@10": 0.2200081147938892,
|
| 33 |
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"R@50": 0.6626223704593136,
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