TurkuNLPFinnish ModernBERT

Finnish ModernBERT Tiny Short

Finnish ModernBERT Tiny Short is a multilingual masked-language encoder with 129 million parameters. It uses the family's 128,000-entry vocabulary and an 8,192-token configuration.

Training and configuration

Training covers Finnish, Swedish, English, code, Latin and Northern Sámi. The card reports 362.2 billion tokens. This Short architecture has more vocabulary entries than the corresponding longer-window model.Finnish ModernBERT Tiny Short: model card and weightsFinnish ModernBERT Tiny Short: released configuration

Checkpoint for continued training

finnish-modernbert-tiny-short-cpt is a downloadable checkpoint from before learning-rate decay. Its card reports 357.3 billion tokens and recommends it for continued pretraining. It is recorded here as a training-stage variant of this model, rather than another final release.Finnish ModernBERT Tiny Short: checkpoint for continued pretraining

Practical assessment

Practical guidance. The Short label does not mean a smaller weight file. Its larger vocabulary makes this six-layer model larger than Tiny. Use the full published identifier when recording deployment memory and tokenizer choices.

Specifications & access

Finnish ModernBERT Tiny Short specifications
DetailValue and conditions
AccessDownloadable
Model identifiersfinnish-modernbert-tiny-short
Context window8,192 tokens

max_position_embeddings in this release's configuration; theoretical extrapolation is not recorded as an established input limit.

Finnish ModernBERT Tiny Short: released configuration
LicenseApache 2.0.Finnish ModernBERT Tiny Short: model card and weights
Architecture6 layers, hidden width 768 and 12 attention heads.Finnish ModernBERT Tiny Short: released configuration
Vocabulary128,000 entries in the released configuration.Finnish ModernBERT Tiny Short: released configuration
Training volume362.2 billion tokens, as stated by this release's card.Finnish ModernBERT Tiny Short: model card and weights

Related models

  • Finnish ModernBERT Tiny

    TurkuNLP · Finnish ModernBERT

    Finnish ModernBERT Tiny provides 16,000-token encoder inputs with 51 million parameters.

    Launch date not confirmedDownloadable
  • Finnish ModernBERT Tiny Short EDU provides 8,192-token encoder inputs with 129 million parameters and educational-data annealing.

    Launch date not confirmedDownloadable