Definition
Plain language
A language with relatively little text available to train AI on, like Swahili or Telugu.
As stated in the literature
A language with limited training and alignment data relative to high-resource languages like English; safety properties such as chain-of-thought faithfulness degrade sharply in this tier.
Also called: low-resource languages, high-resource language
Why it matters: Safety behaviors like honest reasoning can degrade sharply in these languages, leaving many speakers with less reliable AI.
For example, there's far less training text available in Swahili or Telugu than in English, so models tend to be weaker in those languages.
Heard on the show
“And in low-resource languages — Swahili, Telugu, Bengali — it saturates at one hundred percent for most of the models tested.”Episode 094 — Chain-of-Thought Monitoring Fails Across Languages, and Worst Where It's Needed Most