2 papers
cs.AI2026
Dissecting Failure Dynamics in Large Language Model Reasoning
Wei Zhu, Jian Zhang, Lixing Yu +2
Large Language Models (LLMs) achieve strong performance through extended inference-time deliberation, yet how their reasoning failures arise remains poorly understood. By analyzing…
cs.AI2026
Task-Aware LLM Council with Adaptive Decision Pathways for Decision Support
Wei Zhu, Lixing Yu, Hao-Ren Yao +2
Large language models (LLMs) have shown strong capabilities across diverse decision-making tasks. However, existing approaches often overlook the specialization differences among a…