Efficient Data Selection for Multimodal Models via Incremental Optimization Utility

Jinhao Jing, Qiannian Zhao, Chao Huang +1

The scaling of Large Multimodal Models (LMMs) is constrained by the quality-quantity trade-off inherent in synthetic data. Previous approaches, such as LLM-as-a-Judge, have proven…