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#artificial intelligence Preprint Nov 2026

Robust Ranking of Port Impacts from Impending Tropical Cyclones: A Two-Stage Recommendation System

When a tropical cyclone (TC) threatens several ports, preparedness planning depends on anticipating which ports are likely to be affected and where disruptions may last longest. Limited historical observations at individual ports and uncertainty in landfall location make these relative impacts difficult to estimate. We...

Chen-Chen Kuai, Shi-Xuan Tang, Chao-Lun Ma et al. · 0 citations
#natural language process... Preprint Oct 2026

From Self-Confidence to Statistical Accuracy: Scaling Human-in-the-Loop Evaluation with Direct and LLM-Assisted Auditing

For large language models (LLMs) and multimodal large language models (MLLMs), model-reported self-confidence is often miscalibrated, yet it may still be useful for efficient evaluation. At the same time, LLM-as-a-judge offers a scalable alternative to direct human auditing, but its practical benefit depends on calibra...

Harine Choi, Chen-Chen Kuai, Zi-Hao Li et al. · 0 citations

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