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update readme

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@@ -75,7 +75,7 @@ generated_ids = [
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  response = tokenizer.batch_decode(generated_ids, skip_special_tokens=True)[0]
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  ```
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- For quantized models, we advise you to use the GPTQ, AWQ, and GGUF correspondents, namely `Qwen1.5-1.8B-Chat-GPTQ-Int8`, `Qwen1.5-1.8B-Chat-AWQ`, and `Qwen1.5-1.8B-Chat-GGUF`.
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  ## Tips
 
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  response = tokenizer.batch_decode(generated_ids, skip_special_tokens=True)[0]
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  ```
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+ For quantized models, we advise you to use the GPTQ, AWQ, and GGUF correspondents, namely `Qwen1.5-1.8B-Chat-GPTQ-Int4`, `Qwen1.5-1.8B-Chat-GPTQ-Int8`, `Qwen1.5-1.8B-Chat-AWQ`, and `Qwen1.5-1.8B-Chat-GGUF`.
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  ## Tips