punctuate-all vs sat-3l-sm
Specs, VRAM requirements and download trends — updated 10 November 2026.
Specification comparison
Differences are highlighted; identical values are muted.
| Specification | punctuate-all | sat-3l-sm |
|---|---|---|
| Parameters | — | 210 M |
| Architecture | XLMRobertaForTokenClassification | SubwordXLMForTokenClassification |
| Context length | 512 | 514 |
| Licence | mit | mit |
| Commercial use | Allowed | Allowed |
| Languages | — | 85 |
| Downloads 30d | 569,752 | 459,768 |
| Downloads all time | 24.9 M | 8.2 M |
| Quantizations on the Hub | — | SAFETENSORS |
| Gated | No | No |
| First seen on the Hub | 2022-04-09 | 2024-06-16 |
Download trend
Daily snapshots, last 90 days (13 Aug – 10 Nov)
822 K455 K
punctuate-all
sat-3l-sm
A overtook B on 26 Aug
VRAM side by side
On RTX 4090 · 24 GB · 8K context unless noted
sat-3l-sm · fp16
1.5 GB / 24 GB