punctuate-all vs gliner2.5-multi-v1
Specs, VRAM requirements and download trends — updated 22 September 2026.
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 | 793,942 | 231,005 |
| Downloads all time | 23.9 M | 231 K |
| Quantizations on the Hub | — | SAFETENSORS |
| Gated | No | No |
| First seen on the Hub | 2022-04-09 | 2026-08-14 |
Download trend
57 days of snapshots recorded — chart in 0 days.
23.9 M
punctuate-all · all-time downloads
231 K
gliner2.5-multi-v1 · all-time downloads
VRAM side by side
On RTX 4090 · 24 GB · 8K context unless noted
gliner2.5-multi-v1 · fp16
1.8 GB / 24 GB