punctuate-all vs OpenMed-NER-PharmaDetect-BigMed-278M
Specs, VRAM requirements and download trends — updated 10 November 2026.
OpenMed · B · Open weights
Params
278 M
Context
512
30d
219 K
apache-2.0 · commercial OK
Specification comparison
Differences are highlighted; identical values are muted.
| Specification | punctuate-all | OpenMed-NER-PharmaDetect-BigMed-278M |
|---|---|---|
| Parameters | — | 278 M |
| Architecture | XLMRobertaForTokenClassification | XLMRobertaForTokenClassification |
| Context length | 512 | 512 |
| Licence | mit | apache-2.0 |
| Commercial use | Allowed | Allowed |
| Languages | — | 1 |
| Downloads 30d | 569,752 | 219,203 |
| Downloads all time | 24.9 M | 3.6 M |
| Quantizations on the Hub | — | SAFETENSORS |
| Gated | No | No |
| First seen on the Hub | 2022-04-09 | 2025-07-16 |
Download trend
Daily snapshots, last 90 days (13 Aug – 10 Nov)
822 K209 K
punctuate-all
OpenMed-NER-PharmaDetect-BigMed-278M
VRAM side by side
On RTX 4090 · 24 GB · 8K context unless noted
OpenMed-NER-PharmaDetect-BigMed-278M · fp16
1.2 GB / 24 GB