punctuate-all vs llmlingua-2-bert-base-multilingual-cased-meetingbank
Specs, VRAM requirements and download trends — updated 6 August 2026.
microsoft · B
Params
180 M
Context
512
30d
493 K
apache-2.0 · commercial OK
Specification comparison
Differences are highlighted; identical values are muted.
| Specification | punctuate-all | llmlingua-2-bert-base-multilingual-cased-meetingbank |
|---|---|---|
| Parameters | — | 180 M |
| Architecture | XLMRobertaForTokenClassification | BertForTokenClassification |
| Context length | 512 | 512 |
| Licence | mit | apache-2.0 |
| Commercial use | Allowed | Allowed |
| Languages | — | — |
| Downloads 30d | 708,006 | 493,156 |
| Downloads all time | 22.7 M | 3.6 M |
| Quantizations on the Hub | — | SAFETENSORS |
| Gated | No | No |
| First seen on the Hub | 2022-04-09 | 2024-03-17 |
Download trend
Daily snapshots, last 10 days (28 Jul – 6 Aug)
709 K445 K
punctuate-all
llmlingua-2-bert-base-multilingual-cased-meetingbank
VRAM side by side
On RTX 4090 · 24 GB · 8K context unless noted
llmlingua-2-bert-base-multilingual-cased-meetingbank · fp16
1.3 GB / 24 GB
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bert-large-cased-finetuned-conll03-english vs punctuate-all