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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Lunxiao Li

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Open access Aug 2026

CGD-QCSF: A Code Generation-Driven Query–Computation Separation Framework for Natural Language Geospatial Analysis

Geospatial data provide an important basis for urban governance, resource management, disaster assessment, and public health analysis by linking spatial locations, attribute information, and dynamic processes. However, complex geospatial analysis still requires substantial expertise in spatial databases, spatial SQL, a...

Zhi-Yuan Le, Hao Li, Yuan-Xun Mei et al. · 0 citations
Jul 2026

Is Model Instability just Noise to be Tolerated or a Property that can be Managed?

It is concluded that instability should be treated as a standard evaluation axis in SE optimization, which should be routinely measured, reported alongside performance, and used to calibrate trust in any single run.

Amirali Rayegan, Lunxiao Li, Tim Menzies · 0 citations

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