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A deterministic, 8-bit alternative to statistical sub-word tokenizers like BPE. Maps language to the physical rules of phonotactics to eliminate massive active embedding tables, maximize sequence information density, and optimize pre-training storage pipelines with the .pvb format.
Bayesian model comparison framework for evaluating language family hypotheses (Proto-Mixe-Zoquean vs. Proto-Huastecan) for the undeciphered Isthmian (Epi-Olmec) script, using distributional phonotactic analysis without requiring proposed sign readings.