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@@ -38,9 +38,8 @@ This repository provides a fine-tuned Qwen2 model optimized for transforming uns
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  - [Quick Start](#quick-start)
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  - [Using Unsloth for Fast Inference](#using-unsloth-for-fast-inference)
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  - [Using Transformers for Inference](#using-transformers-for-inference)
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- - [Prompt & Code Examples](#prompt--code-examples)
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-
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- - [Example 2: Advanced Data Extraction with LangChain](#example-2-advanced-data-extraction-with-langchain)
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  - [Sample Responses & Chain-of-Thought Explanations](#sample-responses--chain-of-thought-explanations)
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  - [Contributing](#contributing)
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  - [License](#license)
@@ -169,8 +168,6 @@ print(tokenizer.decode(output_ids[0], skip_special_tokens=True))
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  ## Prompt & Code Example
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  ---
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  ### Example: Advanced Data Extraction with LangChain
 
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  - [Quick Start](#quick-start)
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  - [Using Unsloth for Fast Inference](#using-unsloth-for-fast-inference)
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  - [Using Transformers for Inference](#using-transformers-for-inference)
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+ - [Prompt & Code Examples](#prompt--code-example)
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+ - [Example: Advanced Data Extraction with LangChain](#example-advanced-data-extraction-with-langchain)
 
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  - [Sample Responses & Chain-of-Thought Explanations](#sample-responses--chain-of-thought-explanations)
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  - [Contributing](#contributing)
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  - [License](#license)
 
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  ## Prompt & Code Example
 
 
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  ---
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  ### Example: Advanced Data Extraction with LangChain