Holistic Capability Preservation: Towards Compact Yet Comprehensive Reasoning Models

no code implementations • 9 Apr 2025 • Ling Team, Caizhi Tang, Chilin Fu, Chunwei Wu, Jia Guo, Jianwen Wang, Jingyu Hu, Liang Jiang, Meng Li, Peng Jiao, Pingping Liu, Shaomian Zheng, Shiwei Liang, Shuaicheng Li, YaLin Zhang, Yingting Wu, Yongkang Liu, Zhenyu Huang

This technical report presents Ring-Lite-Distill, a lightweight reasoning model derived from our open-source Mixture-of-Experts (MoE) Large Language Models (LLMs) Ling-Lite.

Instruction Following Mathematical Problem-Solving +1

Deep LG-Track: An Enhanced Localization-Confidence-Guided Multi-Object Tracker

no code implementations • 2 Apr 2025 • Ting Meng, Chunyun Fu, Xiangyan Yan, Zheng Liang, Pan Ji, Jianwen Wang, Tao Huang

Second, a novel cost matrix is formulated to adaptively fuse motion and appearance information, leveraging localization confidence and detection confidence as weighting factors.

Autonomous Driving Multi-Object Tracking +1