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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

In this single-centre proof-of-concept, aggregate accuracy was insufficient for safety characterisation: models with indistinguishable mean accuracy carried different catastrophic-failure tiers and reproducibility profiles.

Fang-Yan Liu, Zhi Liu, Xiaolu Fei et al. · 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...

Yuan-Dong Pu, Le Zhuo, Sayak Paul et al. · 0 citations

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