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Author

Kelly Marchisio

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#natural language process... Preprint Sep 2026

North Small Translate: Advanced Cost-Effective Translation (Cohere CAT+)

The North Small Translate model is presented, an open-weight, LLM-based machine translation (MT) model with instruction-following capabilities built on the same foundation as Cohere's Command A Plus, a mixture-of-experts architecture with 25 billion active parameters out of 218 billion total parameters.

Tom Kocmi, Alexandre Berard, Phil Blunsom et al. · 0 citations
Preprint Aug 2026

Hidden Language Consistency Phenomena in Reasoning LLMs

Multilingual reasoning models are commonly evaluated by whether they arrive at the correct answer, but not by whether they preserve the intended language while reasoning and responding. This omission conceals important multilingual behaviors that emerge as tasks become harder. In this paper, we study task difficulty, t...

Muhammad Ali Shafique, Kelly Marchisio · 0 citations

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