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Ying-Hsang Liu

Australian National University

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Automated Classification of Chinese Books: A Large Language Model Approach to Knowledge Transfer and Domain Adaptation

A knowledge-augmented domain adaptation framework that aligns general-purpose language models with the hierarchical logic of the Chinese Library Classification, and a supervised fine-tuning strategy to resolve domain knowledge drift and deep-category recognition bottlenecks in large language model (LLM)-based Chinese b...

Xin Yang, Jun Jia, Ying-Hsang Liu · 0 citations
Jul 2026

A two-stage hybrid intelligence framework for subject indexing via semantic embedding and LLM collaborative optimization

Fusing semantic embedding with LLM reasoning, the proposed R3 framework can boost accuracy and provide new paths for hybrid intelligence in artificial intelligence–assisted subject indexing, delivering a possible solution for large-scale indexing in practice.

Tian Xia, Xin Yang, Wenjing Wu et al. · 0 citations

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