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Li Chen

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#artificial intelligence Preprint Oct 2026

Interaction-as-a-Judge

Coding agents are tasked with producing sophisticated interactive applications such as websites, desktop applications, and games. While humans assess these applications interactively, current automated LLM evaluations primarily focus on code analysis and unit tests. This mismatch can cause LLM judges to miss failures t...

Wayne Chi, I-Hung Hsu, Li Chen et al. · 0 citations
Review Aug 2026

Claim-Level Confidence Calibration for Reliable Decision Making with Large Language Models

Claim-level decomposition combined with post-hoc calibration reduces expected calibration error on factual questions while exposing failure modes on adversarial false-premise questions where decision-makers most need reliable uncertainty estimates.

Toghrul Abbasli, Kentaroh Toyoda, Yuan Wang et al. · 0 citations

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