bert-base-NER vs punctuate-all
Specs, VRAM requirements and download trends — updated 10 November 2026.
Specification comparison
Differences are highlighted; identical values are muted.
| Specification | bert-base-NER | punctuate-all |
|---|---|---|
| Parameters | 110 M | — |
| Architecture | BertForTokenClassification | XLMRobertaForTokenClassification |
| Context length | 512 | 512 |
| Licence | mit | mit |
| Commercial use | Allowed | Allowed |
| Languages | 1 | — |
| Downloads 30d | 1,055,640 | 569,752 |
| Downloads all time | 99.0 M | 24.9 M |
| Quantizations on the Hub | SAFETENSORS | — |
| Gated | No | No |
| First seen on the Hub | 2022-03-02 | 2022-04-09 |
Download trend
Daily snapshots, last 90 days (13 Aug – 10 Nov)
2.1 M561 K
bert-base-NER
punctuate-all
VRAM side by side
On RTX 4090 · 24 GB · 8K context unless noted
bert-base-NER · fp16
1.0 GB / 24 GB