Update README.md

README.md

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 # Model Details
 
 - **Model Type:** Transformer-based language model (Qwen3-4B)
-- **Training Data:** Trained on medical text using the [(MedVAL-Bench)](https://huggingface.co/datasets/stanfordmimi/MedVAL-Bench) dataset
+- **Training Data:** Trained on medical text using the [MedVAL-Bench](https://huggingface.co/datasets/stanfordmimi/MedVAL-Bench) dataset
 - **Fine-Tuning**: PEFT (QLoRA) via [DSPy](https://dspy.ai/)
 - **Precision**: bfloat16 (bf16) with 4-bit quantization
 - **License:** MIT License
@@ -138,13 +138,13 @@ All interactions will be structured in the following way, with the appropriate v
 {ai_generated_output}
 
 [[ ## reasoning ## ]]
-{TO_BE_FILLED_BY_MODEL}
+# TO_BE_FILLED_BY_MODEL
 
 [[ ## errors ## ]]
-{TO_BE_FILLED_BY_MODEL}
+# TO_BE_FILLED_BY_MODEL
 
 [[ ## risk_level ## ]]
-{TO_BE_FILLED_BY_MODEL}
+# TO_BE_FILLED_BY_MODEL
 
 [[ ## completed ## ]]
 """