Text Classification on MTEB classification (test)
67Emotion ScoreLOES-4
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| LOES-4Model=BERT-L, k=42026.05 | 67 | 17.45 | 87.46 | 91.94 | 97.81 | 82.5 | 69.14 | 73.33 | |
| Intrinsic-4Model=BERT-L, k=4, Selection Criterion=Intrinsic Dimensionality2026.05 | 66.39 | 15.6 | 85.27 | 87.46 | 98.29 | 82.11 | 68.03 | 71.88 | |
| Curvature-4Model=BERT-L, k=4, Selection Criterion=Curvature2026.05 | 66.06 | 17.11 | 87.99 | 84.78 | 97.6 | 82.11 | 68.83 | 72.07 | |
| Entropy-4Model=BERT-L, k=4, Selection Criterion=Entropy2026.05 | 63.34 | 17.28 | 85.1 | 91.34 | 96.76 | 75.74 | 69.75 | 71.33 | |
| Last-4Model=BERT-L, Selection Mode=Last 4 layers2026.05 | 62.89 | 16.57 | 85 | 91.04 | 96.55 | 76.65 | 68.09 | 70.11 | |
| LastModel=BERT-L, Selection Mode=Final layer only2026.05 | 59.37 | 15.37 | 82.15 | 90.75 | 95.32 | 62.54 | 67.36 | 67.55 | |
| LOES-4Model=MBERT-B, k=42026.05 | 56.85 | 14.96 | 78.51 | 85.07 | 94.48 | 58.45 | 65.94 | 64.89 | |
| Intrinsic-4Model=MBERT-B, k=4, Selection Criterion=Intrinsic Dimensionality2026.05 | 54.13 | 13.92 | 73.71 | 82.99 | 90.36 | 47.92 | 65.03 | 61.15 | |
| Entropy-4Model=MBERT-B, k=4, Selection Criterion=Entropy2026.05 | 53.78 | 13.79 | 74.55 | 83.88 | 91.91 | 51.33 | 62.27 | 61.07 | |
| Curvature-4Model=MBERT-B, k=4, Selection Criterion=Curvature2026.05 | 50.6 | 11.13 | 61.43 | 83.88 | 76.68 | 44.25 | 61.83 | 55.68 | |
| Last-4Model=MBERT-B, Selection Mode=Last 4 layers2026.05 | 50.3 | 11.94 | 63.35 | 83.88 | 79.23 | 44.67 | 60.52 | 56.27 | |
| LastModel=MBERT-B, Selection Mode=Final layer only2026.05 | 48.39 | 11.2 | 62.84 | 83.58 | 78.07 | 35.47 | 60.23 | 54.25 |