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  # bert-chunker-3
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- bert-chunker-3 is a text chunker based on BERT with a classifier head to predict the start token of chunks (for use in RAG, etc), and using a sliding window it cuts documents of any size into chunks. Different from [bert-chunker-2](https://huggingface.co/tim1900/bert-chunker-2) and [bert-chunker](https://huggingface.co/tim1900/bert-chunker), the training data were labeled by a LLM, and it is **more stable**.
 
 
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  ## Usage
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  Run the following:
 
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  # bert-chunker-3
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+ bert-chunker-3 is a text chunker based on BERT with a classifier head to predict the start token of chunks (for use in RAG, etc), and using a sliding window it cuts documents of any size into chunks.
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+ Different from [bert-chunker-2](https://huggingface.co/tim1900/bert-chunker-2) and [bert-chunker](https://huggingface.co/tim1900/bert-chunker), to overcome the data distribution shift, our training data were labeled by a LLM and trainng pipeline was improved, therefore it is **more stable**.
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  ## Usage
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  Run the following: