punctuate-all vs span-marker-bert-base-uncased-acronyms
Specs, VRAM requirements and download trends — updated 6 August 2026.
tomaarsen · B
Params
110 M
Context
—
30d
252 K
apache-2.0 · commercial OK
Specification comparison
Differences are highlighted; identical values are muted.
| Specification | punctuate-all | span-marker-bert-base-uncased-acronyms |
|---|---|---|
| Parameters | — | 110 M |
| Architecture | XLMRobertaForTokenClassification | SpanMarkerModel |
| Context length | 512 | — |
| Licence | mit | apache-2.0 |
| Commercial use | Allowed | Allowed |
| Languages | — | 1 |
| Downloads 30d | 708,006 | 252,066 |
| Downloads all time | 22.7 M | 2.7 M |
| Quantizations on the Hub | — | SAFETENSORS |
| Gated | No | No |
| First seen on the Hub | 2022-04-09 | 2023-08-14 |
Download trend
Daily snapshots, last 10 days (28 Jul – 6 Aug)
709 K246 K
punctuate-all
span-marker-bert-base-uncased-acronyms
VRAM side by side
On RTX 4090 · 24 GB · 8K context unless noted
span-marker-bert-base-uncased-acronyms · fp16
1.0 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
indonesian-roberta-base-posp-tagger vs span-marker-bert-base-uncased-acronyms
bert-large-cased-finetuned-conll03-english vs punctuate-all
stanford-deidentifier-base vs span-marker-bert-base-uncased-acronyms