punctuate-all vs deid_roberta_i2b2
Specs, VRAM requirements and download trends — updated 10 November 2026.
Specification comparison
Differences are highlighted; identical values are muted.
| Specification | punctuate-all | deid_roberta_i2b2 |
|---|---|---|
| Parameters | — | 350 M |
| Architecture | XLMRobertaForTokenClassification | RobertaForTokenClassification |
| Context length | 512 | 512 |
| Licence | mit | mit |
| Commercial use | Allowed | Allowed |
| Languages | — | 1 |
| Downloads 30d | 569,752 | 368,687 |
| Downloads all time | 24.9 M | 23.2 M |
| Quantizations on the Hub | — | SAFETENSORS |
| Gated | No | No |
| First seen on the Hub | 2022-04-09 | 2022-03-02 |
Download trend
Daily snapshots, last 90 days (13 Aug – 10 Nov)
822 K297 K
punctuate-all
deid_roberta_i2b2
VRAM side by side
On RTX 4090 · 24 GB · 8K context unless noted
deid_roberta_i2b2 · fp16
2.1 GB / 24 GB
Adjacent comparisons
indonesian-roberta-base-posp-tagger vs punctuate-all
stanford-deidentifier-base vs punctuate-all
bert-base-NER vs punctuate-all
stanford-deidentifier-base vs deid_roberta_i2b2
punctuate-all vs llmlingua-2-bert-base-multilingual-cased-meetingbank
indonesian-roberta-base-posp-tagger vs deid_roberta_i2b2