mxbai-embed-large-v1 vs bge-reranker-large
Specs, VRAM requirements and download trends — updated 6 August 2026.
Specification comparison
Differences are highlighted; identical values are muted.
| Specification | mxbai-embed-large-v1 | bge-reranker-large |
|---|---|---|
| Parameters | 340 M | 560 M |
| Architecture | BertModel | XLMRobertaForSequenceClassification |
| Context length | 512 | 512 |
| Licence | apache-2.0 | mit |
| Commercial use | Allowed | Allowed |
| Languages | 1 | 2 |
| Downloads 30d | 4,888,095 | 2,415,656 |
| Downloads all time | 89.8 M | 30.6 M |
| Quantizations on the Hub | GGUF, SAFETENSORS | SAFETENSORS |
| Gated | No | No |
| First seen on the Hub | 2024-03-07 | 2023-09-12 |
Download trend
Daily snapshots, last 10 days (28 Jul – 6 Aug)
5.1 M2.1 M
mxbai-embed-large-v1
bge-reranker-large
VRAM side by side
On RTX 4090 · 24 GB · 8K context unless noted
mxbai-embed-large-v1 · fp16
1.3 GB / 24 GB
bge-reranker-large · fp16
3.0 GB / 24 GB