Qiu, H., Ning, Y., Li, J., Zhu, X., Gong, Y., Yan, L., Guan, F., Zhang, J., Feng, F., Xu, Z., Wang, Q., Li, P. (2026). KnitLoRA: bridging low-rank adaptation as interwoven layers for deeper semantic reasoning. Scientific Reports. https://doi.org/10.1038/s41598-026-47668-3