Task-Conditional Flow Matching for Balanced Multilingual Text Embedding Adaptation
Task-Conditional Flow Matching (TCFM), a multilingual embedding adaptation framework that selectively applies Flow Matching to translation tasks while optimizing retrieval, classification, and pair-classification tasks with objectives better aligned to their learning dynamics, is introduced.