punctuate-all vs gliner_large-v2
Specs, VRAM requirements and download trends — updated 10 November 2026.
Specification comparison
Differences are highlighted; identical values are muted.
| Specification | punctuate-all | gliner_large-v2 |
|---|---|---|
| Parameters | — | 460 M |
| Architecture | XLMRobertaForTokenClassification | — |
| Context length | 512 | — |
| Licence | mit | apache-2.0 |
| Commercial use | Allowed | Allowed |
| Languages | — | — |
| Downloads 30d | 569,752 | 239,909 |
| Downloads all time | 24.9 M | 443 K |
| Quantizations on the Hub | — | SAFETENSORS |
| Gated | No | No |
| First seen on the Hub | 2022-04-09 | 2024-03-10 |
Download trend
Daily snapshots, last 90 days (13 Aug – 10 Nov)
822 K201 K
punctuate-all
gliner_large-v2
VRAM side by side
On RTX 4090 · 24 GB · 8K context unless noted
gliner_large-v2 · fp16
2.6 GB / 24 GB