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Anyu Liu

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Aug 2026

Zipf-like Statistical Regularities in Molecular Sequence Representations for Chemical Language Models.

Analysis of rank-frequency distributions of tokens derived by byte-pair encoding (BPE) across large molecular databases shows that molecular BPE vocabularies exhibit an approximate Zipf-like rank-frequency regularity and that slope closeness provides an empirical diagnostic for comparing vocabulary sizes within the exa...

Anyu Liu, Chao Fang, Yun-Tao Li et al. · 0 citations

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