Hyper Parameters for LLMs
Article Outline: Introduction Brief overview of medical report generation using LLMs Importance of hyperparameters in language models Understanding Hyperparameters Explanation of hyperparameters and their role in LLMs Examples of common hyperparameters in language models Temperature: A Key Hyperparameter Definition and function of temperature in LLMs Impact of high and low temperature on text generation Importance of selecting an optimal temperature for medical report generation Maximum Token Length: Controlling Text Length Significance of maximum token length in LLMs Balancing context and length in medical reports Effects of very short and very long token lengths Trade-offs Between Hyperparameters Interplay between temperature and token length Finding the right balance for coherent medical reports Quality vs. Quantity: Striking the Balance Ensuring meaningful content while avoiding verbosity Implications for medical practitioners and patients Fine-Tuning for Medical Report Gener...