punctuate-all vs bert-portuguese-ner
Specs, VRAM requirements and download trends — updated 6 August 2026.
Specification comparison
Differences are highlighted; identical values are muted.
| Specification | punctuate-all | bert-portuguese-ner |
|---|---|---|
| Parameters | — | — |
| Architecture | XLMRobertaForTokenClassification | BertForTokenClassification |
| Context length | 512 | 512 |
| Licence | mit | mit |
| Commercial use | Allowed | Allowed |
| Languages | — | — |
| Downloads 30d | 708,006 | 452,130 |
| Downloads all time | 22.7 M | 947 K |
| Quantizations on the Hub | — | — |
| Gated | No | No |
| First seen on the Hub | 2022-04-09 | 2022-03-02 |
Download trend
Daily snapshots, last 10 days (28 Jul – 6 Aug)
709 K327 K
punctuate-all
bert-portuguese-ner