Language Anchoring: A Systematic Method for LLM Multilingual Adaptation
SMRTR summary
Combining environment alignment with direct cognitive-mode instructions ("think in Chinese") outperforms output-anchoring alone, achieving near-complete language consistency. An LLM's first output language shapes its entire conversational behavior — reading a language doesn't mean thinking in it.
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