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update readme

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@@ -43,7 +43,6 @@ This repository provides a **LoRA adapter** fine-tuned on radiology cases from t
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  **Highlights**
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  - Improved **differential diagnosis accuracy** on Eurorad cases (exact match boost from 78.6% → **86.2%**)
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  - Trained with **structured chain-of-thought** derived from gpt-oss-120b
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- - Adapter-only; the base model remains unchanged
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  - Works with **Unsloth**, **PEFT**, and **Transformers**
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  ---
 
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  **Highlights**
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  - Improved **differential diagnosis accuracy** on Eurorad cases (exact match boost from 78.6% → **86.2%**)
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  - Trained with **structured chain-of-thought** derived from gpt-oss-120b
 
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  - Works with **Unsloth**, **PEFT**, and **Transformers**
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  ---