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Tokenizers are commonly optimized for compression, but a compact vocabulary does not necessarily distribute its capacity evenly across languages. We introduce the Latent Core Tokenizer (LCT), a language-agnostic approach that separates structural discovery from vocabulary construction. LCT uses Minimum Description Leng...
Findings motivate variety-aware language identifiers, references, and reporting for cross-border languages or language dialects/variants for cross-border languages or language dialects/variants.
It is found that cultural alignment depends not simply on recognizable cultural markers, but on how those markers fit social, linguistic, procedural, and visual context, and how those markers fit social, linguistic, procedural, and visual context.
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