作者位次 #5/7ACL 2026Findings· Findings of ACL
LLM -Guided Semantic Bootstrapping for Interpretable Text Classification with Tsetlin Machines
Jiechao Gao · Rohan Kumar Yadav · Yuangang Li · Yuandong Pan · Jie Wang · Ying Liu · Michael Lepech
摘要
Pretrained language models (PLMs) like BERT provide strong semantic representations but are costly and opaque, while symbolic models such as the Tsetlin Machine (TM) offer transparency but lack semantic generalization. We propose a semantic bootstrapping framework that transfers LLM knowledge int...