punctuate-all vs bert-small-pii-detection
Specs, VRAM requirements and download trends — updated 21 September 2026.
Specification comparison
Differences are highlighted; identical values are muted.
| Specification | punctuate-all | bert-small-pii-detection |
|---|---|---|
| Parameters | — | 30 M |
| Architecture | XLMRobertaForTokenClassification | BertForTokenClassification |
| Context length | 512 | 512 |
| Licence | mit | apache-2.0 |
| Commercial use | Allowed | Allowed |
| Languages | — | 1 |
| Downloads 30d | 808,077 | 252,257 |
| Downloads all time | 23.9 M | 1.0 M |
| Quantizations on the Hub | — | SAFETENSORS |
| Gated | No | No |
| First seen on the Hub | 2022-04-09 | 2025-09-17 |
Download trend
Daily snapshots, last 56 days (28 Jul – 21 Sep)
822 K236 K
punctuate-all
bert-small-pii-detection
VRAM side by side
On RTX 4090 · 24 GB · 8K context unless noted
bert-small-pii-detection · fp16
0.6 GB / 24 GB