KORE combines knowledge-oriented data augmentations with null-space projections on activation covariance matrices to inject new knowledge into LMMs while preserving prior knowledge.
The benchmark includes 11,500 questions from six disciplines, utilizing 30 image formats to test complex, subject-specific reasoning
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KORE: Enhancing Knowledge Injection for Large Multimodal Models via Knowledge-Oriented Controls
KORE combines knowledge-oriented data augmentations with null-space projections on activation covariance matrices to inject new knowledge into LMMs while preserving prior knowledge.