Author

Hanyu Wang

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#machine learning Preprint Oct 2026

Progress-Aware Distillation for Mitigating Stagnation in Small Language Model Agents

While LLM-based agent systems have demonstrated remarkable proficiency in reasoning and solving complex real-world tasks, they also come with substantial token consumption and inference latency, limiting their practical deployment. To enhance the efficiency of agent systems, recent efforts have focused on transferring...

Yuan-Pu Cao, Saket Sathe, Hanyu Wang et al. · 0 citations

#natural language process... Preprint Oct 2026

How the Audit Rule Shapes Faithful Factor Explanations in LLMs

Large language models are often asked which input factors influenced their outputs. For structured inputs, such reports can be checked by counterfactual perturbation, but each factor must be queried multiple times to estimate its effect, so verification is usually budget-limited. We study how this limited-budget settin...

Tao-Lin Zhang, Han-Yu Wang, Jiu-Heng Wan et al. · 0 citations