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Jia-Wei Fang

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Open access Aug 2026

FlanBC: A Semantic-Structural Sequence Labeling Framework for Log Parsing

FlanBC is presented, a log parsing framework that formulates template extraction as a BIO (Beginning, Inside, Outside) sequence-labeling task and integrates a Flan-T5 semantic encoder, Bidirectional Long Short-Term Memory (BiLSTM) layers for local sequential modeling, and a Conditional Random Field (CRF) decoder for st...

Jinhui Yuan, Bin Guan, Kun Wen et al. · Information · 0 citations