The iDEA-iSAIL Joint Laboratory at the University of Illinois received an Outstanding Paper Award at the International Conference on Learning Representations (ICLR) 2026 Logical Reasoning of Large Language Models Workshop for their paper, "RAG Over Tables: Hierarchical Memory Index, Multi-State Retrieval, and Benchmarking." Paper authors include lab members Jingrui He, professor and MSIM program director; Sirui Chen, Xinrui He, and Zihao Li, computer science PhD students; Jiaru Zou, computer science MS student; Dongqi Fu, alum; as well as Jiawei Han, professor of computer science, and Yada Zhu, IBM collaborator. Chen gave an oral presentation of the research at the workshop, which was held last month in Rio de Janeiro, Brazil. This award was selected out of 206 accepted papers at the workshop.