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Research2026-06-26 · source-backed

Multilingual reasoning cascades need carried context to stop bleeding meaning.

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Story

The standard translate-to-English, reason, translate-back cascade is structurally lossy because each stage discards cultural grounding, register, and disambiguation cues. The authors propose a training-free context-aware cascade that carries extra context across stages. Cheap and immediately applicable if you ship multilingual pipelines.

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2026-06-26-multilingual-reasoning-cascades-need-carried-context-to-stop-bleeding-meaning
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source-backed, canonical briefing excerpt