jina-embeddings-v3 vs all-MiniLM-L6-v2
Specs, VRAM requirements and download trends — updated 6 August 2026.
Specification comparison
Differences are highlighted; identical values are muted.
| Specification | jina-embeddings-v3 | all-MiniLM-L6-v2 |
|---|---|---|
| Parameters | 570 M | — |
| Architecture | XLMRobertaModel | BertModel |
| Context length | 8,192 | 512 |
| Licence | cc-by-nc-4.0 | apache-2.0 |
| Commercial use | Not allowed | Allowed |
| Languages | 94 | — |
| Downloads 30d | 3,241,662 | 2,885,743 |
| Downloads all time | 77.2 M | 23.6 M |
| Quantizations on the Hub | SAFETENSORS | — |
| Gated | No | No |
| First seen on the Hub | 2024-09-05 | 2023-05-02 |
Download trend
Daily snapshots, last 10 days (28 Jul – 6 Aug)
3.2 M2.8 M
jina-embeddings-v3
all-MiniLM-L6-v2
VRAM side by side
On RTX 4090 · 24 GB · 8K context unless noted
jina-embeddings-v3 · fp16
1.8 GB / 24 GB