| SPECIFICATIONS | |||||
| Max dimension | 2K | 1K | 2K | — | |
| Max tokens | 33K | 8K | 32K | — | |
| Parameters | 3.8B | 559M | — | 350M | |
| License | Apache 2.0 | CC BY-NC 4.0 | Proprietary | Apache 2.0 | |
| EMBEDDING TYPES | |||||
| Types |
DenseLate
|
Dense
|
Dense
|
LateColBERT
|
|
| MATRYOSHKA DIMENSIONS | |||||
| Available sizes |
12825651210242048
|
32641282565121024
|
25651210242048
|
— | |
| INPUT MODALITIES | |||||
| Text | ✓ | ✓ | ✓ | ✓ | |
| Image | ✓ | — | — | — | |
| ✓ | — | — | — | ||
| OUTPUT TYPES | |||||
| Single vector | ✓ | ✓ | ✓ | — | |
| Multi vector | ✓ | — | — | ✓ | |
| LANGUAGE SUPPORT | |||||
| Languages | 🌍 29+ | 🌍 89+ | 🌍 Multi | 🌍 Multi | |
| PRICING | |||||
| Per 1M tokens | $0.050 | $0.020 | — | — | |
| BENCHMARKS | |||||
| COIR | 71.59 | — | — | — | |
| JINA VDR | 84.11 | — | — | — | |
| LONGEMBED | 67.11 | 55.66 | — | — | |
| MMTEB | 66.49 | 58.58 | — | — | |
| MTEB EN | 55.97 | 54.33 | — | — | |
| VIDORE | 90.17 | — | — | — | |