an advanced phenotype recognition model, leveraging the robust capabilities of large language models. It is an improved version of PhenoGPT (Jingye et. al. 2023). It employs a fine-tuned implementation on the synthetic medical data generated by Llama 3.1 70B, MIMIC-IV deidentified clinical notes, and Human Phenotype Ontology Database, to enhance prediction accuracy and alignments.