Zhenghan Li

Integrating BERT-XL with multi-dimensional knowledge graphs for knowledge completion and relation reasoning in archival fragmented texts

2026 · Scientific Reports

Archival fragmented texts pose considerable challenges for knowledge extraction owing to semantic deficiency, contextual discontinuity, and entity recognition ambiguity, all arising from document deterioration and incomplete digitization. This paper proposes an integrated framework that combines …