Multi language models for on-the-fly syntax highlighting

Marco Edoardo Palma

doi:10.1016/j.jss.2026.112932

Multi language models for on-the-fly syntax highlighting

2026-05-16

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Marco Edoardo Palma *

DOI：10.1016/j.jss.2026.112932

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Abstract

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• One model delivers real time syntax highlighting for six programming languages. • Token normalization enables accurate highlighting of previously unseen languages. • Multi language training matches single language accuracy with lower deployment cost. • Few shot learning reduces training data from thousands to just a few examples.

Keywords:

syntax highlighting

multi language models

token normalization

few shot learning

real time processing

Multi language models for on-the-fly syntax highlighting

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