Select Less, Reason More: Prioritizing Evidence Purity for Video Reasoning
Xuchen Li · Xuzhao Li · Shiyu Hu · Kaiqi Huang
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Xuchen Li · Xuzhao Li · Shiyu Hu · Kaiqi Huang
Xuchen Li · Xuzhao Li · Jiahui Gao · Renjie Pi · Shiyu Hu · Wentao Zhang
Vision-Language Models (VLMs) excel at many multimodal tasks, yet they frequently struggle with tasks requiring precise understanding and handling of fine-grained visual elements. This is mainly due to information loss during image encoding or insufficient attention to critical regions. Recent wo...
Xuchen Li · Jing Chen · Xuzhao Li · Hao Liang · Xiaohuan ZHOU · Taifeng Wang · Wentao Zhang
In mathematical reasoning tasks, the advancement of Large Language Models (LLMs) relies heavily on high-quality training data with clearly defined and well-graded difficulty levels. However, existing data synthesis methods often suffer from limited diversity and lack precise control over problem...
Xuzhao Li · Xuchen Li · Shiyu Hu
Xuchen Li · Xuzhao Li · Shiyu Hu · Kaiqi Huang · Wentao Zhang
Xuzhao Li · Xuchen Li · Shiyu Hu · Yongzhen Guo · Wentao Zhang