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Shi-Yang Li

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Preprint Aug 2026

RuleWeaver: Benchmarking Rule-Centered Scenario Reasoning for Large Language Models

RuleWeaver is introduced, a benchmark construction framework for evaluating rule-centered scenario reasoning that starts from corpus-derived IF-THEN Meta Rules, progressively augments them into complex rules, and composes these rules into rule-centered scenario QA instances.

Bohan Yu, Shi-Yang Li, Pengfei Cao 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 over possible physical behaviors.

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

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