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Zheqi Lv · Zhibo Zhu · Jinke Wang · Qi Tian · Shengyu Zhang · Zhengyu Chen · Chengxi Zang · Zhou Zhao · Fei Wu
Yuxuan Si · Zheqi Lv · Chengxi Zang · Zhengyu Chen · Fei Wu
Standard tokenizers over-fragment domain terms, disrupting morpheme semantics. We characterize this representational misalignment as Structural Knowledge Collapse (SKC), where attention mechanisms fail to reconstruct coherent concepts from fragmented inputs. While existing input-centric solutions...