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Yao-Yao Zhong

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#artificial intelligence Preprint Sep 2026

CausalChapter: Improving Long-Video Chaptering with Interventional Dependency Modeling

CausalChapter is an intervention-inspired framework for long-video chaptering that estimates prediction-level influence through lightweight masking and removal interventions that improves boundary localization, chapter description quality, and cross-chapter coherence.

Xin-Ran Duan, Guo-Zhang Li, Yao-Yao Zhong et al. · 0 citations
Conference Open access 2026

SMART: Evaluating LLMs' Mathematical Reasoning via a Human Cognitive Process-Inspired Benchmark

This work proposes SMART, a benchmark that decomposes mathematical problem-solving into four cognitive dimensions: S emantic Understanding, M athematical Reasoning, A rithmetic Computation, and R eflection & Refinemen t, and introduces dimension-specific tasks to measure the corresponding cognitive processes of LLMs.

Yu-Heng Hou, Mei Wang, Yaoyao Zhong et al. · 0 citations

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