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Sheng-Jie Xu

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Preprint Nov 2026

A 3D foundation model unifying CT interpretation and segmentation

Radiologists interpret computed tomography (CT) scans by jointly determining what a finding represents and where it lies in three-dimensional (3D) anatomy. However, CT models have treated CT interpretation and 3D segmentation as separate tasks, leaving textual findings spatially unverifiable and overlooking potential s...

Yu-Lu Xie, Zilong Li, Sheng-Jie Xu et al. · 0 citations
#artificial intelligence Preprint Oct 2026

From Geometry to Behavior: How Instruction Exposure Unlocks Latent Rhetorical Directions in LLMs

Language models do not merely memorize facts; they absorb rhetorical strategies from pretraining data, including the human tendency to reason by analogy. We ask: is this absorbed capability geometrically accessible before any instruction tuning, and what determines whether it can be activated at inference time? We extr...

Sheng-Jie Xu · 0 citations

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