punctuate-all vs OpenMed-NER-PharmaDetect-SuperClinical-434M
Specs, VRAM requirements and download trends — updated 7 August 2026.
OpenMed · B
Params
430 M
Context
512
30d
214 K
apache-2.0 · commercial OK
Specification comparison
Differences are highlighted; identical values are muted.
| Specification | punctuate-all | OpenMed-NER-PharmaDetect-SuperClinical-434M |
|---|---|---|
| Parameters | — | 430 M |
| Architecture | XLMRobertaForTokenClassification | DebertaV2ForTokenClassification |
| Context length | 512 | 512 |
| Licence | mit | apache-2.0 |
| Commercial use | Allowed | Allowed |
| Languages | — | 1 |
| Downloads 30d | 689,759 | 213,618 |
| Downloads all time | 22.8 M | 4.6 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 11 days (28 Jul – 7 Aug)
709 K214 K
punctuate-all
OpenMed-NER-PharmaDetect-SuperClinical-434M
VRAM side by side
On RTX 4090 · 24 GB · 8K context unless noted
OpenMed-NER-PharmaDetect-SuperClinical-434M · fp16
1.5 GB / 24 GB