SMAR, a KL-based regularizer on per-modality expert routing, retains 86.6% of a Mixtral 8x7B's language score during visual instruction tuning with only 2.5% pure-text data.
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SMAR: Soft Modality-Aware Routing Strategy for MoE-based Multimodal Large Language Models Preserving Language Capabilities
SMAR, a KL-based regularizer on per-modality expert routing, retains 86.6% of a Mixtral 8x7B's language score during visual instruction tuning with only 2.5% pure-text data.