Node Classification on Products
90.22Clean AccuracyGraphSAGE
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| GraphSAGEEmbedding=TAPE2026.03 | 90.22 | 90.7 | 90.1 | 89.86 | 90.48 | 90.16 | — | 81.06 | 89.58 | 66.28 | |
| R-GCNEmbedding=TAPE2026.03 | 89.54 | 89.58 | 89.22 | 88.86 | 89.96 | 89.38 | — | 87.42 | 88.56 | 80.52 | |
| GCNEmbedding=TAPE2026.03 | 89.44 | 89.8 | 88.96 | 88.96 | 89.72 | 89.32 | — | 86.44 | 88.56 | 75.74 | |
| TAGCNEmbedding=TAPE2026.03 | 89.08 | 88.74 | 88.58 | 88.3 | 88.4 | 89.06 | — | 83.84 | 88.62 | 79.98 | |
| GINEmbedding=TAPE2026.03 | 88.64 | 88.8 | 88.58 | 88.02 | 88.88 | 87.48 | — | 82.26 | 86.82 | 69.12 | |
| TAGCNEmbedding=SBERT2026.03 | 88.08 | 80.4 | 86.42 | 84.82 | 82.3 | 87.6 | 86.34 | 86.72 | 85.26 | 80.28 | |
| R-GCNEmbedding=SBERT2026.03 | 87.38 | 82.98 | 86.34 | 84.48 | 84.16 | 86.92 | 80.84 | 86.02 | 84.66 | 79.06 | |
| GCNEmbedding=SBERT2026.03 | 87.26 | 83.66 | 86.2 | 84.18 | 84.26 | 86.86 | 85.66 | 86.36 | 84.04 | 77.58 | |
| GraphSAGEEmbedding=SBERT2026.03 | 87.08 | 82.76 | 85.74 | 84.64 | 84.14 | 83.46 | 81.38 | 80.72 | 73.48 | 58.6 | |
| GCNEmbedding=TF-IDF2026.03 | 86.48 | 82.12 | 84.28 | 82.28 | 82.98 | 85.38 | 83.92 | 81.2 | 81.9 | 69.04 | |
| GINEmbedding=SBERT2026.03 | 86.08 | 81.54 | 84.28 | 83.06 | 82.86 | 84.02 | 83.6 | 84.24 | 80.4 | 71.18 | |
| R-GCNEmbedding=TF-IDF2026.03 | 86 | 80.7 | 83.28 | 81.54 | 81.58 | 85.28 | 82.08 | 81.84 | 81.56 | 70.84 | |
| TAGCNEmbedding=TF-IDF2026.03 | 85.94 | 78.72 | 82.9 | 82.42 | 79.5 | 85.32 | 83.4 | 83.16 | 82.68 | 74.14 | |
| GINEmbedding=TF-IDF2026.03 | 85.28 | 79.78 | 82.58 | 81.62 | 81.16 | 81.62 | 68.42 | 75.9 | 75.18 | 53.3 | |
| GraphSAGEEmbedding=TF-IDF2026.03 | 83.94 | 78.18 | 81.42 | 80.78 | 79.36 | 80.02 | 80.9 | 70.14 | 71.02 | 50.06 |