punctuate-all vs wikineural-multilingual-ner
Specs, VRAM requirements and download trends — updated 25 October 2026.
Babelscape · B · Open weights
Params
180 M
Context
512
30d
592 K
cc-by-nc-sa-4.0 · non-commercial
Specification comparison
Differences are highlighted; identical values are muted.
| Specification | punctuate-all | wikineural-multilingual-ner |
|---|---|---|
| Parameters | — | 180 M |
| Architecture | XLMRobertaForTokenClassification | BertForTokenClassification |
| Context length | 512 | 512 |
| Licence | mit | cc-by-nc-sa-4.0 |
| Commercial use | Allowed | Not allowed |
| Languages | — | 10 |
| Downloads 30d | 592,208 | 591,913 |
| Downloads all time | 24.6 M | 18.4 M |
| Quantizations on the Hub | — | SAFETENSORS |
| Gated | No | No |
| First seen on the Hub | 2022-04-09 | 2022-03-02 |
Download trend
Daily snapshots, last 90 days (28 Jul – 25 Oct)
822 K241 K
punctuate-all
wikineural-multilingual-ner
A overtook B on 22 Oct
VRAM side by side
On RTX 4090 · 24 GB · 8K context unless noted
wikineural-multilingual-ner · fp16
1.3 GB / 24 GB
Adjacent comparisons
indonesian-roberta-base-posp-tagger vs punctuate-all
indonesian-roberta-base-posp-tagger vs wikineural-multilingual-ner
stanford-deidentifier-base vs punctuate-all
stanford-deidentifier-base vs wikineural-multilingual-ner
bert-base-NER vs punctuate-all
bert-large-cased-finetuned-conll03-english vs punctuate-all