| SPECIFICATIONS | |||||
| Max dimension | 3K | 1K | 4K | 1K | |
| Max tokens | 2K | 8K | 32K | 512 | |
| Parameters | — | 559M | 7B | 335M | |
| License | Proprietary | CC BY-NC 4.0 | Apache 2.0 | Apache 2.0 | |
| EMBEDDING TYPES | |||||
| Types |
Dense
|
Dense
|
Dense
|
Dense
|
|
| MATRYOSHKA DIMENSIONS | |||||
| Available sizes |
1282565127681024153620483072
|
32641282565121024
|
— |
641282565121024
|
|
| INPUT MODALITIES | |||||
| Text | ✓ | ✓ | ✓ | ✓ | |
| Image | — | — | — | — | |
| — | — | — | — | ||
| OUTPUT TYPES | |||||
| Single vector | ✓ | ✓ | ✓ | ✓ | |
| Multi vector | — | — | — | — | |
| LANGUAGE SUPPORT | |||||
| Languages | 🌍 Multi | 🌍 89+ | 🌍 Multi | — | |
| PRICING | |||||
| Per 1M tokens | $0.150 | $0.020 | — | — | |
| BENCHMARKS | |||||
| CMTEB 35 | — | — | 72.05 | — | |
| LONGEMBED | — | 55.66 | — | — | |
| MMTEB | — | 58.58 | — | — | |
| MTEB 1536D | 68.17 | — | — | — | |
| MTEB 2048D | 68.16 | — | — | — | |
| MTEB 56 | — | — | 70.24 | — | |
| MTEB 768D | 67.99 | — | — | — | |
| MTEB AVG | — | — | — | 64.68 | |
| MTEB EN | — | 54.33 | — | — | |
| MTEB FR | — | — | 68.25 | — | |
| MTEB MULTILINGUAL AVG | 68.32 | — | — | — | |
| MTEB PL | — | — | 67.86 | — | |
| MTEB RETRIEVAL | — | — | — | 54.39 | |
| MTEB STS | — | — | — | 85.00 | |