Open access
Aug 2026
TMCAS: Efficient Large Language Model-Assisted Topic Modeling for Civil Aviation Safety Reports
This paper proposes TMCAS, an efficient large language model-assisted topic modeling framework for civil aviation safety reports that achieves superior clustering and interpretability while substantially reducing inference cost compared with document-wise LLM baselines.
Xiangge Li, Haofeng Wang, Xiuting Zhou et al.
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