Author

Li Wang

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#machine learning May 2026

LINC: Decoupling Local Consequence Scoring from Hidden Matching in Constructive Neural Routing

Across external benchmarks and no-retraining scale-transfer settings, LINC consistently improves strong neural baselines, with the advantage becoming more pronounced as test size moves further beyond the training scale, especially on constrained routing problems.

Shao-Feng Qin, Li Wang · arXiv.org · 0 citations

Jul 2026

PAGE-RAG: Evidence-Grounded Adaptive Graph Retrieval for Long-Document Question Answering

Experiments demonstrate that PAGE-RAG achieves competitive answer quality while improving retrieval efficiency and knowledge reliability, highlighting the importance of projection-aware graph modeling, adaptive retrieval, and explicit knowledge boundary control for trustworthy GraphRAG systems.

Xingyu Chen, Junxiu An, Jun Guo et al. · arXiv.org · 1 citation