The paper introduces an uncertainty-aware LLM pipeline for crisis reporting that classifies social media situational claims and evaluates their plausibility using external proxy data to produce reports that include confidence levels.
From situational awareness to action- ability: Towards improving the utility of social media data for crisis response
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LLM-based uncertainty assessment of social media situational signals for crisis reporting
The paper introduces an uncertainty-aware LLM pipeline for crisis reporting that classifies social media situational claims and evaluates their plausibility using external proxy data to produce reports that include confidence levels.