punctuate-all vs OpenMed-NER-DiseaseDetect-BioMed-335M
Specs, VRAM requirements and download trends — updated 25 October 2026.
OpenMed · B · Open weights
Params
334 M
Context
512
30d
201 K
apache-2.0 · commercial OK
Specification comparison
Differences are highlighted; identical values are muted.
| Specification | punctuate-all | OpenMed-NER-DiseaseDetect-BioMed-335M |
|---|---|---|
| Parameters | — | 334 M |
| Architecture | XLMRobertaForTokenClassification | BertForTokenClassification |
| Context length | 512 | 512 |
| Licence | mit | apache-2.0 |
| Commercial use | Allowed | Allowed |
| Languages | — | 1 |
| Downloads 30d | 592,208 | 200,944 |
| Downloads all time | 24.6 M | 3.4 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 (28 Jul – 25 Oct)
822 K201 K
punctuate-all
OpenMed-NER-DiseaseDetect-BioMed-335M
VRAM side by side
On RTX 4090 · 24 GB · 8K context unless noted
OpenMed-NER-DiseaseDetect-BioMed-335M · fp16
1.3 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
bert-large-cased-finetuned-conll03-english vs punctuate-all
punctuate-all vs llmlingua-2-bert-base-multilingual-cased-meetingbank
punctuate-all vs wikineural-multilingual-ner