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Update README.md (#1)

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Co-authored-by: WizardLM <WizardLM@users.noreply.huggingface.co>

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@@ -40,16 +40,23 @@ Multiple GPTQ parameter permutations are provided; see Provided Files below for
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  ## Prompt template: Alpaca-CoT
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  ```
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- Below is an instruction that describes a task. Write a response that appropriately completes the request.
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- ### Instruction:
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- {prompt}
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- ### Response: Let's think step by step.
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  ```
 
 
 
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  ## Provided files and GPTQ parameters
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  ## Prompt template: Alpaca-CoT
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+
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+ ❗<b>Note for model system prompts usage:</b>
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+
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+ **Default version:**
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+
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+ ```
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+ "Below is an instruction that describes a task. Write a response that appropriately completes the request.\n\n### Instruction:\n{instruction}\n\n### Response:"
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  ```
 
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+ **CoT Version:** (❗For the **simple** math questions, we do NOT recommend to use the CoT prompt.)
 
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  ```
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+ "Below is an instruction that describes a task. Write a response that appropriately completes the request.\n\n### Instruction:\n{instruction}\n\n### Response: Let's think step by step."
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+ ```
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+
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  ## Provided files and GPTQ parameters
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