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Reframing democratization as workable participation, it is argued that reported gains were conditional on this accountability and repair labour, and the findings are translated into four design directions for workplace generative AI.
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...
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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