Information Retrieval on MIRACL RetrievalHardNegatives
70.4Average Performancegemini-embedding-001
Evaluation results
| Method | Links | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| gemini-embedding-001Docs/MB=812026.02 | 70.4 | 78.8 | 79.3 | 60.7 | 59 | 57.5 | 61.6 | 77.5 | 56.3 | 65.1 | 54.4 | 75.5 | 69.2 | 74 | 81.3 | 80.7 | 81.3 | 89.1 | 66.4 | |
| qwen3-embed-4BDocs/MB=972026.02 | 69.5 | 78.6 | 78.3 | 63 | 59.6 | 58.9 | 62.2 | 77.5 | 60.2 | 64.2 | 56.8 | 72.5 | 69.1 | 71.7 | 68.9 | 84.1 | 79.9 | 80.3 | 65.1 | |
| pplx-embed-v1-0.6BQuantization=INT8, Docs/MB=9762026.02 | 68.6 | 77.9 | 75.6 | 60.7 | 57.5 | 60.1 | 60.1 | 76.6 | 59.9 | 61.2 | 55 | 70.8 | 70.3 | 69.5 | 74.3 | 78.6 | 78.7 | 82.1 | 65.2 | |
| pplx-embed-v1-4BQuantization=INT8, Docs/MB=3902026.02 | 66.2 | 74.5 | 74.7 | 58.9 | 55.8 | 55.2 | 57.7 | 76.8 | 55.8 | 60.5 | 51.1 | 68.7 | 68.2 | 68.2 | 71.4 | 78.8 | 74.6 | 80.2 | 61.3 | |
| pplx-embed-v1-4BQuantization=BIN, Docs/MB=3,1252026.02 | 64.6 | 73.3 | 73.1 | 55.8 | 54.9 | 53.1 | 56.7 | 74.9 | 55.1 | 58.6 | 49.7 | 66.2 | 66.3 | 65.8 | 70.6 | 77.2 | 73.3 | 79.4 | 59.6 | |
| pplx-embed-v1-0.6BQuantization=BIN, Docs/MB=7,8122026.02 | 64.2 | 73.9 | 71.8 | 54.7 | 54.1 | 53.7 | 55.9 | 73.2 | 54.9 | 56 | 51.2 | 66 | 67.5 | 64.1 | 70 | 75.4 | 74.5 | 80.3 | 58.7 | |
| embed-gemma-0.3BDocs/MB=3252026.02 | 62.3 | 72.8 | 76 | 56.6 | 59.2 | 55.9 | 58.8 | 70.3 | 58 | 59.7 | 51.7 | 68.8 | 64.1 | 61.8 | 62.6 | 63.1 | 62.8 | 48.5 | 68 | |
| qwen3-embed-0.6BDocs/MB=2442026.02 | 61.2 | 70.5 | 66.9 | 54.2 | 51.8 | 55.5 | 54.3 | 70.3 | 55 | 53.2 | 52.4 | 63.1 | 62 | 61 | 49 | 77.7 | 73.9 | 72.1 | 59.2 | |
| text-embedding-3-largeDocs/MB=812026.02 | 56.9 | 69.1 | 52.4 | 52.6 | 53.5 | 51.9 | 41.7 | 72.8 | 51.1 | 42.8 | 50 | 60.8 | 58.2 | 54.9 | 67.8 | 54.2 | 65.2 | 68.4 | 57.4 |