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For the language-only chatting, I guess that's mainly because LLaMA cannot process Chinese well. Actually, both the pre-training and fine-tuning phases lack enough Chinese data. I have once tried Alpaca, which also behaves very strangely when I use Chinese in the dialogue.
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