“Machine translation is still broken for most of the world’s languages”: Cohere builds non-reasoning for a reason

TL;DR

Cohere has launched North Small Translate, a mixture-of-experts machine translation model supporting 50 languages, claiming superior performance over similar models. This non-reasoning model emphasizes efficiency by relying on learned statistical patterns rather than step-by-step logic.

Key Takeaways

• Download North Small Translate weights for noncommercial use today.
• Evaluate translation performance using WMT26 benchmarks for your projects.
• Consider the model's efficiency for translating sensitive documents.
• Utilize structured translation capabilities for better document formatting.