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@@ -18,10 +18,12 @@ The base model was fine tuned on 8k rows synthetic solution data generated by [O
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  We used the [NeMo Skills](https://github.com/Kipok/NeMo-Skills) pipeline for inference with code execution and generating the synthetic data. HuggingFace's SFTTrainer was used for fine tuning, as the NeMo Skills pipeline is a buggy mess. It took 30 minutes to fine tune on an RTX3090.
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- Sample Input:
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  ```
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  System:
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- You're an expert Python programmer and mathematician. Help the user to solve this problem using code when necessary. Make sure to put the answer (and only answer) inside \boxed{}.
 
 
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  User:
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  High school graduating class is made up of 466 students. There are 212 more girls than boys. How many boys are in the class?
@@ -30,7 +32,7 @@ Assistant:
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  ```
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- Sample Output
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  ```
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  Let's solve this problem using Python code.
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  <llm-code>
 
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  We used the [NeMo Skills](https://github.com/Kipok/NeMo-Skills) pipeline for inference with code execution and generating the synthetic data. HuggingFace's SFTTrainer was used for fine tuning, as the NeMo Skills pipeline is a buggy mess. It took 30 minutes to fine tune on an RTX3090.
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+ ##### Sample Input:
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  ```
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  System:
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+ You're an expert Python programmer and mathematician.
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+ Help the user to solve this problem using code when necessary.
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+ Make sure to put the answer (and only answer) inside \boxed{}.
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  User:
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  High school graduating class is made up of 466 students. There are 212 more girls than boys. How many boys are in the class?
 
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  ```
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+ ###### Sample Output:
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  ```
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  Let's solve this problem using Python code.
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  <llm-code>