Retrieval on XTREME-UP
64.3MRR@10gemini-embedding-001
Evaluation results
| Method | Links | |
|---|---|---|
| gemini-embedding-0012026.02 | 64.3 | |
| Gemini EmbeddingLanguage evaluation setting=Multilingual2026.02 | 64.3 | |
| SPLAREPooling strategy=no-pooling, Top-K=(40, 400)2026.02 | 61.4 | |
| SPLARETop-K=(40, 400)2026.02 | 58.6 | |
| SPLARELanguage evaluation setting=Multilingual, Top-K=(40, 400)2026.02 | 58.6 | |
| SPLADE-LlamaLanguage evaluation setting=Multilingual2026.02 | 56.2 | |
| SPLARETop-K=(20, 200)2026.02 | 53.8 | |
| Gemini EmbeddingLanguage evaluation setting=Eng Only2026.02 | 49.3 | |
| SPLARETop-K=(10, 100)2026.02 | 46.5 | |
| SPLARE-2BTop-K=(40, 400)2026.02 | 41.6 | |
| SPLARELanguage evaluation setting=Eng Only, Top-K=(40, 400)2026.02 | 41.6 | |
| voyage-3-large2026.02 | 39.2 | |
| voyage-3-large2026.02 | 39.2 | |
| Gecko i18n Embedding2026.02 | 35 | |
| SPLADE-LlamaLanguage evaluation setting=Eng Only2026.02 | 30.5 | |
| Linq-Embed-Mistral2026.02 | 24.6 | |
| Linq-Embed-Mistral2026.02 | 24.6 | |
| text-embedding-3-large2026.02 | 18.8 | |
| text-embedding-3-large2026.02 | 18.8 | |
| multilingual-e5-large-instruct2026.02 | 18.7 | |
| multilingual-e5-large-instruct2026.02 | 18.7 | |
| gte-Qwen2-7B-instruct2026.02 | 17.4 | |
| gte-Qwen2-7B-instruct2026.02 | 17.4 |