KAP: MLLM-assisted OCR Text Enhancement for Hybrid Retrieval in Chinese Non-Narrative Documents. - Hsin-Ling Hsu; Ping-Sheng Lin; Jing-Di Lin; Jengnan Tzeng (CoRR, 2025)