1 Introduction

2 Reasoning: Definition and Evaluation Protocols

3 Multimodal Large Language Models

4 Multimodal Reasoning through Instruction Tuning

5 Applications

6 Multimodal Reasoning Benchmark Result Analysis

7 Conclusions and Future Directions