| { |
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| "node_classification": { |
| "full": { |
| "accuracy": 0.49396267837541163, |
| "macro_f1": 0.4919281168994664 |
| }, |
| "few_shot": { |
| "accuracy": 0.3391877058177827, |
| "macro_f1": 0.3440657394114636 |
| }, |
| "zero_shot": { |
| "accuracy": 0.49396267837541163, |
| "macro_f1": 0.4919281168994664 |
| }, |
| "baselines_from_scratch": { |
| "gcn": { |
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| "macro_f1": 0.4636383763206652 |
| }, |
| "gat": { |
| "accuracy": 0.5071350164654226, |
| "macro_f1": 0.5076821212128049 |
| } |
| }, |
| "node2vec": { |
| "error": "'Node2Vec' requires either the 'pyg-lib' or 'torch-cluster' package" |
| } |
| }, |
| "link_prediction": { |
| "netfm": { |
| "auc": 0.9735047639566713, |
| "ap": 0.973569014750926 |
| }, |
| "baselines": { |
| "common_neighbors": { |
| "auc": 0.9526579858071987, |
| "ap": 0.9486464214355297 |
| }, |
| "jaccard": { |
| "auc": 0.9010024411310381, |
| "ap": 0.8674980356483274 |
| }, |
| "adamic_adar": { |
| "auc": 0.9589756579415628, |
| "ap": 0.9590969102707533 |
| }, |
| "preferential_attachment": { |
| "auc": 0.9016030574733428, |
| "ap": 0.9088454537202577 |
| } |
| } |
| }, |
| "community_detection": { |
| "netfm": { |
| "nmi": 0.08913541296884675 |
| } |
| }, |
| "centrality_estimation": { |
| "betweenness": { |
| "spearman": 0.23595245434970097 |
| }, |
| "pagerank": { |
| "spearman": 0.7363226968560062 |
| } |
| } |
| } |
| } |
