VideoTIR: Accurate Understanding for Long Videos with Efficient Tool-Integrated Reasoning explores A novel RL-based approach for accurate and efficient long video understanding by intelligently using multi-level toolkits, reducing hallucinations and redundant calls.. Commercial viability score: 7/10 in Long Video Understanding.
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