Cited claim · P13 · Author-curated

APT4 extends and refines the design of APT3.

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

Structured assertion

Relation: Extends the design of

tokenizer: APT4 tokenizerThe tokenizer.
base tokenizer: APT3 tokenizerTokenizer whose design it extends.

Paper citations

arXiv:2604.10799v1 →Revision supplied by author

Section 3, p. 3
Taking these factors into account, we developed and adopted the APT4 tokenizer, which extends and refines the design of the earlier APT3 tokenizer introduced with the Polish APT3 model Ociepa and Azurro Team [2024].

Concept definitions

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

Extends the design of

The tokenizer's design extends and refines the base tokenizer's design.

Key extends_design_of · version e150c2d5-b823-43d9-9440-5f6428448be1

Concept JSON

APT3 tokenizer

Polish tokenizer introduced with the Polish APT3 model.

Key apt3 · version a59f02ac-4303-44b5-a5b0-5decab214308

Concept JSON · Defining publication

APT4 tokenizer

Polish-optimised tokenizer of the Bielik v3 PL models.

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

Concept JSON · Defining publication

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