Author

Ze-Hui Ling

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Preprint Sep 2026

MetaStructAtlas: A Grounded 3D Vision-Language Dataset and Benchmark for Functional and Structural Reasoning in Whole-Body PET/CT

The joint interpretation of metabolic function and anatomical structure is essential for clinical diagnosis in whole-body PET/CT. Although recent advances in 3D medical vision-language models have demonstrated remarkable progress, current efforts are limited to regional CT imaging, leaving a critical void in comprehens...

Chen-Guang Zheng, Le Xue, Yi-Chi Zhang et al. · 0 citations

Conference Open access Sep 2026

Sprint or Delve: A Distribution-Aware Approach to Efficient Reasoning

The Powered Length Penalty (PLP) is proposed, an adaptive regularizer that penalizes redundancy in short sequences while gradually reducing penalties for longer sequences, preserving deep reasoning.

Ze-Hui Ling, De-Shu Chen, Hong-Wei Zhang et al. · Proceedings of the Thirty-Fi... · 0 citations