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.