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@@ -25,7 +25,8 @@ It is introduced in our paper [Exploring the Capabilities of LLM Encoders for Im
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  ## Model Description
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  LLM2Vec4CXR is a **bidirectional text encoder** fine-tuned with a `latent_attention` pooling strategy.
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- This design enhances semantic representation of chest X-ray reports, improving performance on clinical text similarity, retrieval, and interpretation tasks.
 
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  ### Key Features
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  ## Model Description
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  LLM2Vec4CXR is a **bidirectional text encoder** fine-tuned with a `latent_attention` pooling strategy.
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+ This design enhances semantic representation of chest X-ray reports, making the model robust across different reporting styles and effective even with domain-specific abbreviations.
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+ It improves performance on clinical text similarity, retrieval, and interpretation tasks.
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  ### Key Features
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