punctuate-all vs CodonTransformer
Specs, VRAM requirements and download trends — updated 10 November 2026.
adibvafa · B · Open weights
Params
90 M
Context
4,096
30d
270 K
apache-2.0 · commercial OK
Specification comparison
Differences are highlighted; identical values are muted.
| Specification | punctuate-all | CodonTransformer |
|---|---|---|
| Parameters | — | 90 M |
| Architecture | XLMRobertaForTokenClassification | BigBirdForMaskedLM |
| Context length | 512 | 4,096 |
| Licence | mit | apache-2.0 |
| Commercial use | Allowed | Allowed |
| Languages | — | — |
| Downloads 30d | 569,752 | 270,165 |
| Downloads all time | 24.9 M | 2.2 M |
| Quantizations on the Hub | — | SAFETENSORS |
| Gated | No | No |
| First seen on the Hub | 2022-04-09 | 2024-05-24 |
Download trend
Daily snapshots, last 90 days (13 Aug – 10 Nov)
822 K270 K
punctuate-all
CodonTransformer
VRAM side by side
On RTX 4090 · 24 GB · 8K context unless noted
CodonTransformer · fp16
0.9 GB / 24 GB