| SPECIFICATIONS | |||||
| Max dimension | 4K | 2K | 2K | — | |
| Max tokens | 4K | 33K | 32K | — | |
| Parameters | 7B | 3.8B | — | 350M | |
| License | Apache 2.0 | Apache 2.0 | Proprietary | Apache 2.0 | |
| EMBEDDING TYPES | |||||
| Types |
Dense
|
DenseLate
|
Dense
|
LateColBERT
|
|
| MATRYOSHKA DIMENSIONS | |||||
| Available sizes | — |
12825651210242048
|
25651210242048
|
— | |
| INPUT MODALITIES | |||||
| Text | ✓ | ✓ | ✓ | ✓ | |
| Image | — | ✓ | — | — | |
| — | ✓ | — | — | ||
| OUTPUT TYPES | |||||
| Single vector | ✓ | ✓ | ✓ | — | |
| Multi vector | — | ✓ | — | ✓ | |
| LANGUAGE SUPPORT | |||||
| Languages | 🌍 Multi | 🌍 29+ | 🌍 Multi | 🌍 Multi | |
| PRICING | |||||
| Per 1M tokens | — | $0.050 | — | — | |
| BENCHMARKS | |||||
| COIR | — | 71.59 | — | — | |
| JINA VDR | — | 84.11 | — | — | |
| LONGEMBED | — | 67.11 | — | — | |
| MMTEB | — | 66.49 | — | — | |
| MTEB AVG | 68.20 | — | — | — | |
| MTEB EN | — | 55.97 | — | — | |
| MTEB RETRIEVAL | 60.20 | — | — | — | |
| VIDORE | — | 90.17 | — | — | |