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cs.AI2026
Distilling LLM Reasoning into Graph of Concept Predictors
Ziyang Yu, Liang Zhao
Deploying Large Language Models (LLMs) for discriminative workloads is often limited by inference latency, compute, and API costs at scale. Active distillation reduces these costs…
cs.AI2025
ToolCritic: Detecting and Correcting Tool-Use Errors in Dialogue Systems
Hassan Hamad, Yingru Xu, Liang Zhao +2
Tool-augmented large language models (LLMs) are increasingly employed in real-world applications, but tool usage errors still hinder their reliability. We introduce ToolCritic, a d…