Author

Jing-Bo Xing

2 papers indexed here

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Open access Sep 2026

Development of a Framework for Evaluating Large Language Model Safety and Reliability: a Proof-of-Concept Evaluation

Large language models (LLMs) are entering clinical decision support faster than methodology can characterise their safety. Aggregate accuracy treats all errors as interchangeable and cannot support safe deployment under Software as a Medical Device (SaMD) and EU AI Act frameworks. To develop and demonstrate a framework...

Fang-Yan Liu, Zhi Liu, Xiaolu Fei et al. · Journal of medical systems · 0 citations

#artificial intelligence Preprint Aug 2026

PAWBench: How Far Are We from Probabilistically Aligned World Modeling?

This work formalizes probabilistic alignment as a distributional criterion for world models and introduces PAWBench, a benchmark for evaluating video generators as stochastic samplers of world dynamics, and introduces PAWEval, an outcome-level protocol that converts repeated video rollouts into empirical distributions...

Yuandong Pu, Le Zhuo, Sayak Paul et al. · 0 citations