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Hong-Hui He

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#artificial intelligence Preprint Sep 2026

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.

Ming-Zhou Jiang, Pei-Xi Wu, Hang Cheng et al. · 0 citations

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