bert-base-NER vs punctuate-all
Specs, VRAM requirements and download trends — updated 21 September 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 | 1,429,617 | 808,077 |
| Downloads all time | 97.0 M | 23.9 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 56 days (28 Jul – 21 Sep)
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
Adjacent comparisons
indonesian-roberta-base-posp-tagger vs bert-base-NER
bert-large-cased-finetuned-conll03-english vs punctuate-all
indonesian-roberta-base-posp-tagger vs punctuate-all
stanford-deidentifier-base vs bert-base-NER
bert-base-NER vs bert-large-cased-finetuned-conll03-english
bert-base-NER vs privacy-filter-nemotron-GGUF