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Xulang Zhang

As seen in: Nature, Wiley Online Library, MDPI
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Articles

Neurosymbolic AI: fundamental learning for context engineering in computational linguistics

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By Rui Mao, Zihao Huang, Xulang Zhang, Erik Cambria
| Nature Verified
Abstract Large language models (LLMs) make it possible to express symbolic structure directly in natural language, but most context engineering methods still assume that a human or an external pipeline already knows what contextual information the model will need.
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Straw Incorporation Thresholds for Soil Carbon and Nitrogen Stability in Maize Cropping and Fallow Systems

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By Qijian Zhang, Shuangshuang Yan, Xulang Zhang
| Wiley Online Library Verified
Qijian Zhang and Shuangshuang Yan contributed equally to this study. Q., S.Yan, X.Zhang, et al. 2026. “Straw Incorporation Thresholds for Soil Carbon and Nitrogen Stability in Maize Cropping and Fallow Systems.” European Journal of Soil Science77, no. 2: e70312. Zhang, https://doi.org/10.1111/ejss.70312. Conflicts of Interest The authors declare no conflicts of interest.
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Utility of SOX17 Immunohistochemical Stain in Serous Fluid Cytology Cell Block Specimens

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By Neharika Shrestha, Xulang Zhang, Syed M. Gilani
| Wiley Online Library Verified
The identification of metastatic tumors in serous fluid cytology specimens (SFCS) has always been a challenge. In this study, we explored SOX17 as an immunohistochemical (IHC) marker for the diagnosis of metastatic gynecologic tumors in body fluid specimens. We selected 97 tumor cases, including 85 SFCS with adequate cell block material (from gynecologic primary, n = 30 and others, n = 55) and 12 histology specimens (thymic and thyroid tumors).
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