| SPECIFICATIONS | |||||
| Max dimension | — | 1K | 1K | — | |
| Max tokens | — | 512 | 8K | — | |
| Parameters | 350M | — | 559M | 350M | |
| License | Apache 2.0 | Proprietary | CC BY-NC 4.0 | Apache 2.0 | |
| EMBEDDING TYPES | |||||
| Types |
LateColBERT
|
Dense
|
Dense
|
LateColBERT
|
|
| MATRYOSHKA DIMENSIONS | |||||
| Available sizes | — | — |
32641282565121024
|
— | |
| INPUT MODALITIES | |||||
| Text | ✓ | ✓ | ✓ | ✓ | |
| Image | — | ✓ | — | — | |
| — | — | — | — | ||
| OUTPUT TYPES | |||||
| Single vector | — | ✓ | ✓ | — | |
| Multi vector | ✓ | — | — | ✓ | |
| LANGUAGE SUPPORT | |||||
| Languages | 🌍 Multi | — | 🌍 89+ | 🌍 Multi | |
| PRICING | |||||
| Per 1M tokens | — | — | $0.020 | — | |
| BENCHMARKS | |||||
| LONGEMBED | — | — | 55.66 | — | |
| MMTEB | — | — | 58.58 | — | |
| MTEB AVG | — | 64.47 | — | — | |
| MTEB EN | — | — | 54.33 | — | |
| MTEB RETRIEVAL | — | 55.00 | — | — | |