Dev trains 46M-param native Luganda model Pearl Chat, still collapses after 2 turns

weskambale · x · 2026-11-13

Developer weskambale reports training Pearl Chat, a new 46M-parameter natively Luganda model. Pretraining results show promising progress on syntax, spelling, and sentence structure, but multi-turn conversation remains weak: the model currently collapses after just 2 conversational turns.

With a limited SFT dataset, the team has launched a new data acquisition pipeline to collect more Luganda prose and conversations, and plans a next experiment with a 150M-parameter model. A screenshot shows the model answering Uganda geography questions in Luganda.

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