| SPECIFICATIONS | |||||
| Max dimension | 4K | 3K | 4K | 4K | |
| Max tokens | 33K | 2K | 4K | 32K | |
| Parameters | 8B | — | 7B | 7B | |
| License | Apache 2.0 | Proprietary | Apache 2.0 | Apache 2.0 | |
| EMBEDDING TYPES | |||||
| Types |
Dense
|
Dense
|
Dense
|
Dense
|
|
| MATRYOSHKA DIMENSIONS | |||||
| Available sizes |
3264128256512102420484096
|
1282565127681024153620483072
|
— | — | |
| INPUT MODALITIES | |||||
| Text | ✓ | ✓ | ✓ | ✓ | |
| Image | — | — | — | — | |
| — | — | — | — | ||
| OUTPUT TYPES | |||||
| Single vector | ✓ | ✓ | ✓ | ✓ | |
| Multi vector | — | — | — | — | |
| LANGUAGE SUPPORT | |||||
| Languages | 🌍 100+ | 🌍 Multi | 🌍 Multi | 🌍 Multi | |
| PRICING | |||||
| Per 1M tokens | — | $0.150 | — | — | |
| BENCHMARKS | |||||
| CMTEB 35 | — | — | — | 72.05 | |
| CMTEB CHINESE | 73.84 | — | — | — | |
| MTEB 1536D | — | 68.17 | — | — | |
| MTEB 2048D | — | 68.16 | — | — | |
| MTEB 56 | — | — | — | 70.24 | |
| MTEB 768D | — | 67.99 | — | — | |
| MTEB AVG | — | — | 68.20 | — | |
| MTEB EN V2 | 75.22 | — | — | — | |
| MTEB FR | — | — | — | 68.25 | |
| MTEB MULTILINGUAL | 70.58 | — | — | — | |
| MTEB MULTILINGUAL AVG | — | 68.32 | — | — | |
| MTEB PL | — | — | — | 67.86 | |
| MTEB RETRIEVAL | — | — | 60.20 | — | |