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Author

Ya-Rong Feng

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Book Open access Aug 2026

KDD Workshop on Evaluation and Trustworthiness of Agentic AI

As agentic AI systems move from research prototypes into large-scale production deployments, a critical evaluation gap has emerged: existing methodologies focus primarily on pre-deployment capability assessment, while offering limited support for post-deployment monitoring, model evolution risk, and production governan...

Yuan Ling, Shujing Dong, Ya-Rong Feng et al. · 0 citations
#natural language process... Open access Sep 2026

A Calibrated Reflection Approach for Enhancing Confidence Estimation in LLMs

A Calibrated Reflection approach for enhancing confidence estimation in LLMs, a framework that combines structured reasoning with distance-aware calibration technique and a distance-aware calibration technique that accounts for ordinal relationships between labels is presented.

Umesh Bodhwani, Yuan Ling, Shujing Dong et al. · 6 citations · ⚡1

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