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MIMIC-CDM

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results-CDM-FI

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MIMIC Clinical Decision Making 1

{ "model_quantization_bits": 4, "model_quantization_group_size": 32, "model_quantization_act_order": "True", "model_quantization_damp": 0.1, "max_sequence_length": 4096, "params": 70, "model_name": "wanglab/ClinicalCamel-70B" }

{ "Appendicitis": { "acc": 0.966 }, "Cholecystitis": { "acc": 0.724 }, "Diverticulitis": { "acc": 0.553 }, "Pancreatitis": { "acc": 0.682 } }

{ "model_quantization_bits": 8, "model_quantization_group_size": null, "model_quantization_act_order": null, "model_quantization_damp": null, "max_sequence_length": 128000, "params": 70, "model_name": "deepseek-ai/DeepSeek-R1-Distill-Llama-70B" }

{ "Appendicitis": { "acc": 0.962 }, "Cholecystitis": { "acc": 0.502 }, "Diverticulitis": { "acc": 0.498 }, "Pancreatitis": { "acc": 0.682 } }

{ "model_quantization_bits": 8, "model_quantization_group_size": null, "model_quantization_act_order": null, "model_quantization_damp": null, "max_sequence_length": 8192, "params": 32, "model_name": "google/gemma-2-27b" }

{ "Appendicitis": { "acc": 0.98 }, "Cholecystitis": { "acc": 0.853 }, "Diverticulitis": { "acc": 0.7 }, "Pancreatitis": { "acc": 0.697 } }

{ "model_quantization_bits": 4, "model_quantization_group_size": 32, "model_quantization_act_order": "True", "model_quantization_damp": 0.1, "max_sequence_length": 4096, "params": 70, "model_name": "TheBloke/Llama-2-70B-Chat-GPTQ" }

{ "Appendicitis": { "acc": 0.951 }, "Cholecystitis": { "acc": 0.481 }, "Diverticulitis": { "acc": 0.44 }, "Pancreatitis": { "acc": 0.48 } }

{ "model_quantization_bits": 4, "model_quantization_group_size": null, "model_quantization_act_order": null, "model_quantization_damp": null, "max_sequence_length": 128000, "params": 70, "model_name": "meta-llama/Meta-Llama-3.1-70B-Instruct" }

{ "Appendicitis": { "acc": 0.981 }, "Cholecystitis": { "acc": 0.764 }, "Diverticulitis": { "acc": 0.689 }, "Pancreatitis": { "acc": 0.781 } }

{ "model_quantization_bits": 4, "model_quantization_group_size": null, "model_quantization_act_order": null, "model_quantization_damp": null, "max_sequence_length": 128000, "params": 70, "model_name": "meta-llama/Llama-3.3-70B-Instruct" }

{ "Appendicitis": { "acc": 0.975 }, "Cholecystitis": { "acc": 0.73 }, "Diverticulitis": { "acc": 0.693 }, "Pancreatitis": { "acc": 0.71 } }

{ "model_quantization_bits": 4, "model_quantization_group_size": null, "model_quantization_act_order": null, "model_quantization_damp": null, "max_sequence_length": 8192, "params": 70, "model_name": "meta-llama/Meta-Llama-3-70B-Instruct" }

{ "Appendicitis": { "acc": 0.978 }, "Cholecystitis": { "acc": 0.483 }, "Diverticulitis": { "acc": 0.693 }, "Pancreatitis": { "acc": 0.745 } }

{ "model_quantization_bits": 4, "model_quantization_group_size": 32, "model_quantization_act_order": "True", "model_quantization_damp": 0.1, "max_sequence_length": 4096, "params": 70, "model_name": "TheBloke/meditron-70B-GPTQ" }

{ "Appendicitis": { "acc": 0.967 }, "Cholecystitis": { "acc": 0.194 }, "Diverticulitis": { "acc": 0.447 }, "Pancreatitis": { "acc": 0.749 } }

{ "model_quantization_bits": 4, "model_quantization_group_size": 32, "model_quantization_act_order": "True", "model_quantization_damp": 0.1, "max_sequence_length": 4096, "params": 70, "model_name": "TheBloke/Llama2-70B-OASST-SFT-v10-GPTQ" }

{ "Appendicitis": { "acc": 0.969 }, "Cholecystitis": { "acc": 0.614 }, "Diverticulitis": { "acc": 0.482 }, "Pancreatitis": { "acc": 0.645 } }

{ "model_quantization_bits": 4, "model_quantization_group_size": null, "model_quantization_act_order": null, "model_quantization_damp": null, "max_sequence_length": 8192, "params": 70, "model_name": "aaditya/Llama3-OpenBioLLM-70B " }

{ "Appendicitis": { "acc": 0.963 }, "Cholecystitis": { "acc": 0.525 }, "Diverticulitis": { "acc": 0.479 }, "Pancreatitis": { "acc": 0.71 } }

{ "model_quantization_bits": 4, "model_quantization_group_size": 32, "model_quantization_act_order": "True", "model_quantization_damp": 0.1, "max_sequence_length": 4096, "params": 70, "model_name": "TheBloke/WizardLM-70B-V1.0-GPTQ" }

{ "Appendicitis": { "acc": 0.964 }, "Cholecystitis": { "acc": 0.373 }, "Diverticulitis": { "acc": 0.529 }, "Pancreatitis": { "acc": 0.738 } }