1 INTRODUCTION

2 PRELIMINARY

3 MULTI-MODAL DATA CONTRIBUTIONS FOR MLLMS: SCALING

4 MULTI-MODAL DATA CONTRIBUTIONS FOR MLLMS: USABILITY

5 MODEL CONTRIBUTIONS FOR MULTI-MODAL DATA: SYNTHESIS

6 MODEL CONTRIBUTIONS FOR MULTI-MODAL DATA: INSIGHTS

7 PUBLIC DATASETS FOR MLLMS

8 ROADMAP FOR FUTURE MLLMS

9 CONCLUSIONS