| SPECIFICATIONS | |||||
| Max dimension | 1K | 4K | 2K | — | |
| Max tokens | 8K | 32K | 32K | — | |
| Parameters | 559M | 7B | — | 350M | |
| License | CC BY-NC 4.0 | Apache 2.0 | Proprietary | Apache 2.0 | |
| EMBEDDING TYPES | |||||
| Types |
Dense
|
Dense
|
Dense
|
LateColBERT
|
|
| MATRYOSHKA DIMENSIONS | |||||
| Available sizes |
32641282565121024
|
— |
25651210242048
|
— | |
| INPUT MODALITIES | |||||
| Text | ✓ | ✓ | ✓ | ✓ | |
| Image | — | — | — | — | |
| — | — | — | — | ||
| OUTPUT TYPES | |||||
| Single vector | ✓ | ✓ | ✓ | — | |
| Multi vector | — | — | — | ✓ | |
| LANGUAGE SUPPORT | |||||
| Languages | 🌍 89+ | 🌍 Multi | 🌍 Multi | 🌍 Multi | |
| PRICING | |||||
| Per 1M tokens | $0.020 | — | — | — | |
| BENCHMARKS | |||||
| CMTEB 35 | — | 72.05 | — | — | |
| LONGEMBED | 55.66 | — | — | — | |
| MMTEB | 58.58 | — | — | — | |
| MTEB 56 | — | 70.24 | — | — | |
| MTEB EN | 54.33 | — | — | — | |
| MTEB FR | — | 68.25 | — | — | |
| MTEB PL | — | 67.86 | — | — | |