The authors show that prompting LLMs with earthquake parameters, local building, demographic, and street view data yields Modified Mercalli Intensity estimates that track USGS 'Did You Feel It?' reports for the 2014 Napa and 2019 Ridgecrest earthquakes.
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LLMs as World Models: Data-Driven and Human-Centered Pre-Event Simulation for Disaster Impact Assessment
The authors show that prompting LLMs with earthquake parameters, local building, demographic, and street view data yields Modified Mercalli Intensity estimates that track USGS 'Did You Feel It?' reports for the 2014 Napa and 2019 Ridgecrest earthquakes.