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Authors
Na, Rui
Chen, Danyang
Zhong, Cheng
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Funding
Funding for this research was provided by:
Natural Science Foundation of Guangxi Zhuang Autonomous Region (No.2025GXNSFAA069540)
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Article History
Received: 19 September 2025
Accepted: 16 February 2026
First Online: 13 March 2026
Declarations
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: The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.
: All datasets employed in this work contain no personally identifiable information beyond what is permitted by their original licenses. The data are used solely for research purposes, and we adhere to established ethical guidelines in NLP research, including considerations of fairness, bias, and potential downstream impacts.
: To support reproducibility, additional implementation details and experimental materials will be made available upon reasonable request.
: The authors declare no competing interests.
