punctuate-all vs xlm-roberta-base-ner-hrl
Specs, VRAM requirements and download trends — updated 6 August 2026.
Specification comparison
Differences are highlighted; identical values are muted.
| Specification | punctuate-all | xlm-roberta-base-ner-hrl |
|---|---|---|
| Parameters | — | 280 M |
| Architecture | XLMRobertaForTokenClassification | XLMRobertaForTokenClassification |
| Context length | 512 | 512 |
| Licence | mit | afl-3.0 |
| Commercial use | Allowed | Allowed |
| Languages | — | — |
| Downloads 30d | 708,006 | 306,694 |
| Downloads all time | 22.7 M | 2.2 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 10 days (28 Jul – 6 Aug)
709 K277 K
punctuate-all
xlm-roberta-base-ner-hrl
VRAM side by side
On RTX 4090 · 24 GB · 8K context unless noted
xlm-roberta-base-ner-hrl · fp16
1.8 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
stanford-deidentifier-base vs xlm-roberta-base-ner-hrl
bert-large-cased-finetuned-conll03-english vs punctuate-all
indonesian-roberta-base-posp-tagger vs xlm-roberta-base-ner-hrl