punctuate-all vs gliner2.5-multi-v1
Specs, VRAM requirements and download trends — updated 10 November 2026.
fastino · B · Open weights
Params
287 M
Context
—
30d
266 K
apache-2.0 · commercial OK
Specification comparison
Differences are highlighted; identical values are muted.
| Specification | punctuate-all | gliner2.5-multi-v1 |
|---|---|---|
| Parameters | — | 287 M |
| Architecture | XLMRobertaForTokenClassification | BoundaryExtractor |
| Context length | 512 | — |
| Licence | mit | apache-2.0 |
| Commercial use | Allowed | Allowed |
| Languages | — | 2 |
| Downloads 30d | 569,752 | 265,868 |
| Downloads all time | 24.9 M | 325 K |
| Quantizations on the Hub | — | SAFETENSORS |
| Gated | No | No |
| First seen on the Hub | 2022-04-09 | 2026-08-14 |
Download trend
Daily snapshots, last 90 days (13 Aug – 10 Nov)
822 K231 K
punctuate-all
gliner2.5-multi-v1
VRAM side by side
On RTX 4090 · 24 GB · 8K context unless noted
gliner2.5-multi-v1 · fp16
1.8 GB / 24 GB