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GPSBench Tests LLM GPS Reasoning

GPSBench Tests LLM GPS Reasoning

Researchers launch GPSBench, a 57,800-sample dataset across 17 tasks to probe LLMs' geospatial reasoning without tools. 14 SOTA LLMs show reliability in geographic knowledge but struggle with geometric computations like distance and bearing. Dataset, code, and findings reveal trade-offs in finetuning and augmentation benefits.

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Cybersecurity Must Protect Physical Reality

As industrial systems, infrastructure, robots, and AI agents gain the ability to change physical conditions, cybersecurity must protect actions and outcomes—not only data and access. The article argues that future defenses need to evaluate whether an authorized action is appropriate for the current environment, state, and safety boundaries.