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...