punctuate-all vs OpenMed-NER-PharmaDetect-SuperClinical-434M
Specs, VRAM requirements and download trends — updated 10 November 2026.
OpenMed · B · Open weights
Params
430 M
Context
512
30d
279 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 | 569,752 | 278,637 |
| Downloads all time | 24.9 M | 5.5 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 K210 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
Adjacent comparisons
indonesian-roberta-base-posp-tagger vs punctuate-all
stanford-deidentifier-base vs punctuate-all
bert-base-NER vs punctuate-all
punctuate-all vs llmlingua-2-bert-base-multilingual-cased-meetingbank
punctuate-all vs ner-german-large
stanford-deidentifier-base vs OpenMed-NER-PharmaDetect-SuperClinical-434M