EVGeoQA benchmark and GeoRover framework show LLMs can use tools for sub-tasks in dynamic geo-spatial exploration but struggle with long-range planning, with an emergent ability to improve via historical trajectory summaries.
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EVGeoQA: Benchmarking LLMs on Dynamic, Multi-Objective Geo-Spatial Exploration
EVGeoQA benchmark and GeoRover framework show LLMs can use tools for sub-tasks in dynamic geo-spatial exploration but struggle with long-range planning, with an emergent ability to improve via historical trajectory summaries.