punctuate-all vs ner-english-fast
Specs, VRAM requirements and download trends — updated 6 August 2026.
Specification comparison
Differences are highlighted; identical values are muted.
| Specification | punctuate-all | ner-english-fast |
|---|---|---|
| Parameters | — | — |
| Architecture | XLMRobertaForTokenClassification | — |
| Context length | 512 | — |
| Licence | mit | — |
| Commercial use | Allowed | Unknown |
| Languages | — | 1 |
| Downloads 30d | 708,006 | 543,320 |
| Downloads all time | 22.7 M | 26.8 M |
| 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 K473 K
punctuate-all
ner-english-fast