| 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 | 85.05/62.29 | 91.72/72.77 | 91.83/72.17 | 89.57/70.33 | 92.90/77.17 |
| OpenAI-embed-3-small | 87.20/61.64 | 91.72/72.60 | 92.15/72.22 | 90.65/70.63 | 92.80/76.46 |
| OpenAI-embed-3-large | 85.38/61.79 | 90.97/72.25 | 91.29/71.97 | 89.89/70.71 | 91.72/76.37 |
| bge-large-en-v1.5 | 84.62/61.22 | 91.51/72.71 | 91.94/72.35 | 89.35/70.80 | 92.47/76.61 |
| bge-m3-large | 86.67/64.22 | 92.15/73.19 | 92.69/72.04 | 89.68/70.52 | 93.33/77.24 |
| llm-embedder | 77.53/56.10 | 86.34/69.36 | 86.56/68.78 | 89.35/70.61 | 87.42/73.44 |
| CohereV3-en | 80.65/58.33 | 87.96/70.09 | 88.71/69.61 | 86.56/68.63 | 89.03/74.06 |
| CohereV3-multilingual | 83.33/60.70 | 90.54/72.41 | 90.43/72.11 | 88.60/70.34 | 90.97/76.26 |
| JinaAI-v2-Base-en | 81.94/58.03 | 90.32/71.65 | 90.75/71.11 | 88.06/68.87 | 91.29/75.53 |
| gte-large-en | 83.44/59.18 | 90.97/72.24 | 91.61/72.38 | 89.25/70.57 | 92.26/76.52 |
| e5-large-v2-en | 85.05/61.90 | 91.18/71.45 | 91.18/70.56 | 89.68/69.59 | 92.37/75.81 |
| e5-large-multilingual | 85.91/61.87 | 93.01/73.38 | 92.80/72.45 | 90.97/70.94 | 93.44/77.31 |
| bce-embedding-base_v1 | 87.42/63.93 | 92.69/73.34 | 93.33/73.06 | 91.08/71.31 | 93.87/77.88 |