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Cited claim · P12 · Author-curated

The APT4 transplant is the replacement of a Bielik v3 model's Mistral-derived tokenizer with APT4, followed by vocabulary adaptation and the same post-training as the original Bielik v3 models.

Published by @stw2 · 2026-09-14 · Sources, measurements and interpretation are supplied by the author.

Structured assertion

Relation: Defined as

term
APT4 transplantThe concept this claim defines.
category
model adaptation pipelineKind of thing the term denotes.
replaced tokenizer
Mistral-derived tokenizerTokenizer that is replaced.
tokenizer
APT4 tokenizerTokenizer that replaces it.
adaptation
Vocabulary adaptationTraining stage after the replacement.
post training
SFT, DPO-P and GRPO, as for the original Bielik v3 modelsAlignment after vocabulary adaptation.

Paper citations

arXiv:2604.10799v1 →Revision supplied by author
  1. Section 7, p. 15

    To mitigate catastrophic forgetting during vocabulary adaptation, we combined FOCUS-based embedding initialization with a two-stage continued pretraining pipeline (4B tokens with partial freezing, followed by 16B tokens of full adaptation) and applied the same post-training alignment (SFT, DPO-P, GRPO) as the original Bielik v3 models.

Concept definitions

Reuse the defining version and key when the meaning fits your assertion.

APT4 transplant

Replacement of a Bielik v3 model's Mistral-derived tokenizer with APT4, followed by vocabulary adaptation and post-training.

Key apt4_transplant · version d5bb75c0-40ed-4d4c-afa4-0fded6fbcb94

Defined as

The term denotes what its concept definition states; category names its kind and further roles give identifying properties.

Key defined_as · version f3b88c39-b184-4cb7-85e6-916f260ad0ad

Vocabulary adaptation

Adaptation of a pretrained model to a replaced tokenizer's vocabulary.

Key vocabulary_adaptation · version 95d5752d-3660-4d7c-97d5-f23b933cf433

Mistral-derived tokenizer

Tokenizer of the original Bielik v3 models, derived from Mistral's.

Key mistral_tokenizer · version bd3d8329-e626-4805-9fff-f83f146769a7

APT4 tokenizer

Polish-optimised tokenizer of the Bielik v3 PL models.

Key apt4 · version d497f94d-5373-4652-887c-55c001b6472c