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.
Social media crowdsourcing for rapid damage assessment following a sudden- onset natural hazard event.International Journal of Information Management, 60:102378, 2021
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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.