| SPECIFICATIONS | |||||
| Max dimension | 3K | 2K | 1K | 1K | |
| Max tokens | 2K | 33K | 512 | 512 | |
| Parameters | — | 3.8B | — | 335M | |
| License | Proprietary | Apache 2.0 | Proprietary | Apache 2.0 | |
| EMBEDDING TYPES | |||||
| Types |
Dense
|
DenseLate
|
Dense
|
Dense
|
|
| MATRYOSHKA DIMENSIONS | |||||
| Available sizes |
1282565127681024153620483072
|
12825651210242048
|
— |
641282565121024
|
|
| INPUT MODALITIES | |||||
| Text | ✓ | ✓ | ✓ | ✓ | |
| Image | — | ✓ | ✓ | — | |
| — | ✓ | — | — | ||
| OUTPUT TYPES | |||||
| Single vector | ✓ | ✓ | ✓ | ✓ | |
| Multi vector | — | ✓ | — | — | |
| LANGUAGE SUPPORT | |||||
| Languages | 🌍 Multi | 🌍 29+ | — | — | |
| PRICING | |||||
| Per 1M tokens | $0.150 | $0.050 | — | — | |
| BENCHMARKS | |||||
| COIR | — | 71.59 | — | — | |
| JINA VDR | — | 84.11 | — | — | |
| LONGEMBED | — | 67.11 | — | — | |
| MMTEB | — | 66.49 | — | — | |
| MTEB 1536D | 68.17 | — | — | — | |
| MTEB 2048D | 68.16 | — | — | — | |
| MTEB 768D | 67.99 | — | — | — | |
| MTEB AVG | — | — | 64.47 | 64.68 | |
| MTEB EN | — | 55.97 | — | — | |
| MTEB MULTILINGUAL AVG | 68.32 | — | — | — | |
| MTEB RETRIEVAL | — | — | 55.00 | 54.39 | |
| MTEB STS | — | — | — | 85.00 | |
| VIDORE | — | 90.17 | — | — | |