2 papers
cs.IR2026
DeCoRAG: Cognitive Decoupling and Semantic-Aware Cropping for Complex Document Understanding
Shuo Wang, Kai Zhang, Wenyuan Huang +5
Advancing multimodal retrieval-augmented generation (RAG) for complex document understanding presents a formidable dual dilemma of accuracy and efficiency, particularly in graph RA…
cs.LG2026
KAP: Bridging the Knowledge Selection-Runtime Consumption Gap in LLM Systems
Shuo Wang, Fang Xi, Wenyuan Huang +2
Modern LLM systems increasingly rely on knowledge-selection processes that produce high-value structured priors, such as ranked evidence, graph topology, multimodal alignment, and…