Improving Uncertainty Quantification and Knowledge-Intensive Routing via Query Understanding in Large Language Models

Myeong Cheol Kang, Jin Seong, Jong-Hun Shin, Soojong Lim, Oh-Woog Kwon. Improving Uncertainty Quantification and Knowledge-Intensive Routing via Query Understanding in Large Language Models. In Raymond Chi-Wing Wong, Hanghang Tong, Hua Lu 0001, James T. Kwok, Flora D. Salim, Yuanfeng Song, Man Lung Yiu, editors, Advances in Knowledge Discovery and Data Mining - 30th Pacific-Asia Conference on Knowledge Discovery and Data Mining, PAKDD 2026, Hong Kong, China, June 9-12, 2026, Proceedings, Part IV. Volume 16600 of Lecture Notes in Computer Science, pages 263-275, Springer, 2026. [doi]

Abstract

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