Reaching the Pinnacle of TPC-DS: Co-design of Architecture, Executor, and Storage in TDSQL
Yi-Teng Chu, Jie Jiang, Yuxing Chen et al.
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Finding Where the Buck Stops: An Automated Failure Attribution-Based Reflection Framework for Multi-Agent Collaboration
The generalizability of the diagnose-then-correct paradigm is established and it is demonstrated that in low-resource settings, focusing reflection on reasoning steps after the decisive error step achieves comparable quality to reflecting on the complete failure trajectory.
Xiao-Qing Wang, Ke-Man Huang, Bin Liang et al.
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