| Embedding Models | WithoutReranker [hit_rate/mrr] |
CohereRerank [hit_rate/mrr] |
bge-reranker-large [hit_rate/mrr] |
bge-reranker-v2-m3 [hit_rate/mrr] |
bce-reranker-base_v1 [hit_rate/mrr] |
|---|---|---|---|---|---|
| OpenAI-ada-2 | 77.35/56.19 | 85.36/68.13 | 86.19/69.59 | 86.74/70.94 | 88.67/75.26 |
| OpenAI-embed-3-small | 84.53/62.51 | 90.06/70.70 | 89.78/71.83 | 91.16/73.72 | 92.54/78.36 |
| OpenAI-embed-3-large | 84.25/60.10 | 88.12/69.97 | 89.23/71.21 | 91.16/73.26 | 92.27/77.28 |
| bge-large-zh-v1.5 | 84.81/61.90 | 89.50/69.81 | 89.50/71.07 | 90.61/73.11 | 92.82/77.64 |
| bge-m3-large | 87.57/65.01 | 91.16/71.39 | 91.44/72.03 | 93.09/74.02 | 94.75/79.46 |
| CohereV3-multilingual | 82.87/63.22 | 86.19/68.14 | 85.64/68.26 | 86.74/70.25 | 88.40/74.42 |
| JinaAI-v2-Base-zh | 78.45/56.80 | 84.81/67.33 | 84.81/68.14 | 85.64/69.92 | 88.12/75.09 |
| gte-large-zh | 77.35/55.33 | 85.36/67.06 | 85.08/68.83 | 85.91/70.08 | 87.85/74.79 |
| e5-large-multilingual | 87.02/65.26 | 89.78/70.73 | 90.33/71.51 | 90.88/73.74 | 92.82/78.69 |
| bce-embedding-base_v1 | 83.70/62.90 | 92.27/71.94 | 92.27/72.79 | 92.54/75.11 | 95.03/79.57 |