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Jaeseok Byun

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Preprint Sep 2026

Multi-modal Knowledge Preserving Adapter for Embedding Backward Compatibility

Upgrading embedding models typically requires expensive database re-indexing, as new query embeddings are incompatible with existing database embeddings. While Backward Compatible Training (BCT) mitigates this by enforcing compatibility during training, existing approaches often require updating the backbone model. Thi...

Jaeseok Byun, Gukyeong Kwon, Han-Kai Hsu et al. · 0 citations

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