punctuate-all vs layoutreader
Specs, VRAM requirements and download trends — updated 6 August 2026.
Specification comparison
Differences are highlighted; identical values are muted.
| Specification | punctuate-all | layoutreader |
|---|---|---|
| Parameters | — | 360 M |
| Architecture | XLMRobertaForTokenClassification | LayoutLMv3ForTokenClassification |
| Context length | 512 | 514 |
| Licence | mit | cc-by-nc-sa-4.0 |
| Commercial use | Allowed | Not allowed |
| Languages | — | — |
| Downloads 30d | 708,006 | 234,202 |
| Downloads all time | 22.7 M | 3.4 M |
| Quantizations on the Hub | — | SAFETENSORS |
| Gated | No | No |
| First seen on the Hub | 2022-04-09 | 2024-02-28 |
Download trend
Daily snapshots, last 10 days (28 Jul – 6 Aug)
709 K234 K
punctuate-all
layoutreader
VRAM side by side
On RTX 4090 · 24 GB · 8K context unless noted
layoutreader · fp16
1.3 GB / 24 GB