Author

Qijun Xie

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Preprint Aug 2026

ReguSim: Evaluating LLM Agent Rule Grounding in Financial Compliance

ReguSim, a controlled financial-compliance environment, and ReguBench, a target-marked monitoring benchmark, are introduced to separate four artifacts: stated reasoning, attempted action, execution enforcement, and monitor evidence to frame financial compliance evaluation as an audit of rule-grounded actions and eviden...

Yiyan Luo, Yihang Jiang, Qijun Xie et al. · 0 citations

#artificial intelligence Preprint Sep 2026

LEAP: Likelihood Elicitation and Aggregation for LLM-based Probabilistic Forecasting

This work proposes LEAP (Likelihood Elicitation and Aggregation for Probabilistic forecasting), which reorganizes how collected evidence is used in the prediction stage and improves most prediction and calibration metrics across models and remains stronger under controlled comparisons of prior access, inference budget,...

Yu-Fei Chen, Yi-Ran Zhao, Xiao-Gang Xu et al. · 0 citations