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@@ -33,8 +33,6 @@ tokenizer = AutoTokenizer.from_pretrained(model_name, trust_remote_code=True,
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  )
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  ```
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- ## Inference example
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-
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  This model produces both thinking and reflection sections, marked by these special tokens:
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  ```python
@@ -46,9 +44,13 @@ reflect_end= "<|/reflect|>"
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  ![image/png](https://cdn-uploads.huggingface.co/production/uploads/623ce1c6b66fedf374859fe7/R65fHhUVtDsfCQbwVDUnD.png)
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- PRefLexOR Inference: Thinking and Reflection and Agentic Reasoning
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- [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/lamm-mit/PRefLexOR/blob/main/PRefLexOR_inference_thinking-reflection.ipynb)
 
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  ### Simple inference:
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  )
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  ```
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  This model produces both thinking and reflection sections, marked by these special tokens:
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  ```python
 
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  ![image/png](https://cdn-uploads.huggingface.co/production/uploads/623ce1c6b66fedf374859fe7/R65fHhUVtDsfCQbwVDUnD.png)
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+ ## Inference examples
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+ We provide several examples for how to use this model, using Colab notebooks and Hugging Face transformers.
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+ ### Colab PRefLexOR Inference: Thinking and Reflection and Agentic Reasoning
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+ [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/lamm-mit/PRefLexOR/blob/main/PRefLexOR_inference_thinking-reflection.ipynb)
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  ### Simple inference:
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