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cs.LG2026
TRUE: A Trustworthy Unified Explanation Framework for Large Language Model Reasoning
Yujiao Yang
Large language models (LLMs) have demonstrated strong capabilities in complex reasoning tasks, yet their decision-making processes remain difficult to interpret. Existing explanati…
cs.LG2025
Union of Experts: Adapting Hierarchical Routing to Equivalently Decomposed Transformer
Yujiao Yang, Jing Lian, Linhui Li
Mixture-of-Experts (MoE) enhances model performance while maintaining computational efficiency, making it well-suited for large-scale applications. Conventional mixture-of-experts…