Text Embedding on FinMTEB
83.73Average ScoreREZE
Evaluation Results
| Method | Links | |
|---|---|---|
| REZEBackbone=ModernBERT (modernbert-embed-base), Training Samples=10002026.04 | 83.73 | |
| FTBackbone=ModernBERT (modernbert-embed-base), Training Samples=10002026.04 | 82.47 | |
| REZEBackbone=E5 (e5-base-v2), Training Samples=10002026.04 | 82.2 | |
| PFTBackbone=ModernBERT (modernbert-embed-base), Training Samples=10002026.04 | 81.92 | |
| REZEBackbone=ModernBERT (modernbert-embed-base), Training Samples=5002026.04 | 81.82 | |
| FTBackbone=E5 (e5-base-v2), Training Samples=10002026.04 | 81.25 | |
| FTBackbone=ModernBERT (modernbert-embed-base), Training Samples=5002026.04 | 80.94 | |
| REZEBackbone=E5 (e5-base-v2), Training Samples=5002026.04 | 80.5 | |
| FTBackbone=E5 (e5-base-v2), Training Samples=5002026.04 | 79.86 | |
| REZEBackbone=ModernBERT (modernbert-embed-base), Training Samples=1002026.04 | 79.29 | |
| PFTBackbone=ModernBERT (modernbert-embed-base), Training Samples=5002026.04 | 78.76 | |
| REZEBackbone=GTE (gte-large-en-v1.5), Training Samples=10002026.04 | 78.67 | |
| REZEBackbone=Qwen3-Embedding-0.6B, Training Samples=10002026.04 | 77.87 | |
| REZEBackbone=GTE (gte-large-en-v1.5), Training Samples=5002026.04 | 77.52 | |
| REZEBackbone=E5 (e5-base-v2), Training Samples=1002026.04 | 77.23 | |
| FTBackbone=GTE (gte-large-en-v1.5), Training Samples=10002026.04 | 75.84 | |
| REZEBackbone=GTE (gte-large-en-v1.5), Training Samples=1002026.04 | 75.74 | |
| REZEBackbone=Qwen3-Embedding-0.6B, Training Samples=1002026.04 | 74.87 | |
| PFTNormalizingFlowBackbone=ModernBERT (modernbert-embed-base), Training Samples=10002026.04 | 74.57 | |
| FTBackbone=ModernBERT (modernbert-embed-base), Training Samples=1002026.04 | 74.52 | |
| PFTNormalizingFlowBackbone=ModernBERT (modernbert-embed-base), Training Samples=5002026.04 | 74.13 | |
| REZEBackbone=Qwen3-Embedding-0.6B, Training Samples=5002026.04 | 72.88 | |
| PFTBackbone=GTE (gte-large-en-v1.5), Training Samples=10002026.04 | 72.8 | |
| FTBackbone=GTE (gte-large-en-v1.5), Training Samples=5002026.04 | 72.6 | |
| PFTBackbone=GTE (gte-large-en-v1.5), Training Samples=1002026.04 | 72.31 | |
| PFTNormalizingFlowBackbone=GTE (gte-large-en-v1.5), Training Samples=5002026.04 | 72.3 | |
| PFTNormalizingFlowBackbone=GTE (gte-large-en-v1.5), Training Samples=1002026.04 | 72.24 | |
| FTBackbone=E5 (e5-base-v2), Training Samples=1002026.04 | 72.02 | |
| PFTBackbone=GTE (gte-large-en-v1.5), Training Samples=5002026.04 | 71.91 | |
| FTBackbone=GTE (gte-large-en-v1.5), Training Samples=1002026.04 | 71.5 | |
| PFTBackbone=Qwen3-Embedding-0.6B, Training Samples=10002026.04 | 71.09 | |
| PFTNormalizingFlowBackbone=GTE (gte-large-en-v1.5), Training Samples=10002026.04 | 70.89 | |
| PFTBackbone=E5 (e5-base-v2), Training Samples=10002026.04 | 70.64 | |
| PFTBackbone=ModernBERT (modernbert-embed-base), Training Samples=1002026.04 | 70.48 | |
| FTBackbone=Qwen3-Embedding-0.6B, Training Samples=10002026.04 | 69.75 | |
| FTBackbone=Qwen3-Embedding-0.6B, Training Samples=5002026.04 | 68.98 | |
| PFTWhiteningBackbone=GTE (gte-large-en-v1.5), Training Samples=5002026.04 | 68.87 | |
| PFTBackbone=E5 (e5-base-v2), Training Samples=5002026.04 | 67.93 | |
| PFTWhiteningBackbone=GTE (gte-large-en-v1.5), Training Samples=1002026.04 | 67.37 | |
| PFTBackbone=Qwen3-Embedding-0.6B, Training Samples=5002026.04 | 66.33 | |
| PFTWhiteningBackbone=ModernBERT (modernbert-embed-base), Training Samples=10002026.04 | 65.98 | |
| PFTWhiteningBackbone=GTE (gte-large-en-v1.5), Training Samples=10002026.04 | 65.34 | |
| PFTWhiteningBackbone=ModernBERT (modernbert-embed-base), Training Samples=5002026.04 | 64.18 | |
| PFTNormalizingFlowBackbone=ModernBERT (modernbert-embed-base), Training Samples=1002026.04 | 62.83 | |
| PFTBackbone=E5 (e5-base-v2), Training Samples=1002026.04 | 62.68 | |
| PFTNormalizingFlowBackbone=E5 (e5-base-v2), Training Samples=10002026.04 | 61.24 | |
| PFTNormalizingFlowBackbone=Qwen3-Embedding-0.6B, Training Samples=10002026.04 | 60.13 | |
| PFTNormalizingFlowBackbone=E5 (e5-base-v2), Training Samples=5002026.04 | 60.03 | |
| PFTWhiteningBackbone=ModernBERT (modernbert-embed-base), Training Samples=1002026.04 | 58.28 | |
| PFTNormalizingFlowBackbone=Qwen3-Embedding-0.6B, Training Samples=5002026.04 | 57.72 | |
| FTBackbone=Qwen3-Embedding-0.6B, Training Samples=1002026.04 | 56.97 | |
| PFTWhiteningBackbone=E5 (e5-base-v2), Training Samples=10002026.04 | 56.86 | |
| PFTWhiteningBackbone=E5 (e5-base-v2), Training Samples=5002026.04 | 56.69 | |
| PFTBackbone=Qwen3-Embedding-0.6B, Training Samples=1002026.04 | 55.45 | |
| PFTNormalizingFlowBackbone=E5 (e5-base-v2), Training Samples=1002026.04 | 54.56 | |
| PFTWhiteningBackbone=E5 (e5-base-v2), Training Samples=1002026.04 | 51.58 | |
| PFTNormalizingFlowBackbone=Qwen3-Embedding-0.6B, Training Samples=1002026.04 | 51.21 | |
| PFTWhiteningBackbone=Qwen3-Embedding-0.6B, Training Samples=10002026.04 | 38.75 | |
| PFTWhiteningBackbone=Qwen3-Embedding-0.6B, Training Samples=1002026.04 | 37.33 | |
| PFTWhiteningBackbone=Qwen3-Embedding-0.6B, Training Samples=5002026.04 | 35.57 |