GIScholarBench: Benchmarking LLM Overconfidence in GIS Research

Zongrng Li, Mingzheng Yang, Lei Zou +8

Large language models (LLMs) are increasingly used in academic research workflows, but scholarly tasks require high factual precision and therefore expose a key weakness: overconfi…