Reason What Matters: Retrieval-Grounded Reasoning for Universal Multimodal Embeddings
This work introduces Retrieval-Aware Self-Distillation (RASD), which extracts privileged guidance from input-supported facts and evidence distinguishing the positive from hard negatives, and Retrieval-Adaptive Inference (RAI), which learns a retrieval-aware stopping criterion from prefix-level retrieval feedback.