stanford-deidentifier-base vs punctuate-all
Specs, VRAM requirements and download trends — updated 6 August 2026.
Specification comparison
Differences are highlighted; identical values are muted.
| Specification | stanford-deidentifier-base | punctuate-all |
|---|---|---|
| Parameters | — | — |
| Architecture | AutoModel | XLMRobertaForTokenClassification |
| Context length | 512 | 512 |
| Licence | mit | mit |
| Commercial use | Allowed | Allowed |
| Languages | 1 | — |
| Downloads 30d | 1,935,486 | 708,006 |
| Downloads all time | 24.3 M | 22.7 M |
| Quantizations on the Hub | — | — |
| Gated | No | No |
| First seen on the Hub | 2022-06-16 | 2022-04-09 |
Download trend
Daily snapshots, last 10 days (28 Jul – 6 Aug)
2.0 M692 K
stanford-deidentifier-base
punctuate-all
Adjacent comparisons
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stanford-deidentifier-base vs bert-base-NER
indonesian-roberta-base-posp-tagger vs punctuate-all
stanford-deidentifier-base vs bert-large-cased-finetuned-conll03-english
stanford-deidentifier-base vs sat-3l-sm
stanford-deidentifier-base vs ner-english-fast