1 Introduction & Background

2 Taxonomy and Structure of the Survey

3 Current State of LLM Application Evaluations in the Medical Field

3.1.2 Medical Text Data Processing Application Evaluations

3.1.3 Medical Research Application Evaluations

3.1.4 Medical Education & Public Awareness Application Evaluations

3.2 Comprehensive Discussion on Evaluation Methods and Metrics

3.3 Benchmarks & Datasets

4 Challenges and Issues

5 Conclusion & Outlook