.... Design/methodology/approach The study proposes a hierarchical fusion span-based model (HiFUSpan) that integrates three key layers. First, the embedding layer utilizes RoBERTa with a sliding window mechanism to segment and encode long texts. Second, the encoding layer combines a Convolutional Neural...