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Juyoung Hong

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Preprint Sep 2026

MARS: What Retrieval Signals Are Hidden in Multimodal Large Language Models for Text-Video Retrieval?

Experiments on four text-video retrieval benchmarks show that MARS achieves state-of-the-art results in both direct similarity-based retrieval and reranking settings, and a hard-negative-aware slot specialization objective that encourages the slots to capture discriminative matching cues is introduced.

Uicheol Jung, Juyoung Hong, Geuntaek Lim et al. · 0 citations

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