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Jundong Li

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#artificial intelligence Preprint Sep 2026

S^3martCirc: Self-supervised Smart Circuit Discovery

Large Language Models (LLMs) have demonstrated remarkable performance across diverse tasks, from text summarization to question answering. Despite these capabilities, their black-box nature obscures internal decision-making processes. Mechanistic interpretability (MI) aims to address this by reverse-engineering neural...

Wendy Zheng, Yinhan He, Liang Wu et al. · 0 citations
#natural language process... Preprint Aug 2026

Every Token Leaves a Ripple in the Stream of Thought: Eliciting Model-Internal Token Saliency for Chain-of-Thought Compression

Across four reasoning benchmarks and four models, \textsc{MIST} consistently outperforms baseline methods, suggesting that model-internal saliency provides an effective proxy for reasoning-token importance.

Tianyi Zhao, Yin-Han He, Wendy Zheng et al. · 0 citations

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