Jin-Chao Guo

Shortcut-Aware Logic-Sinking Distillation with Budget-Adaptive Decision Control for Efficient Long-Horizon Reasoning

Long-horizon reasoning improves complex question answering but often requires expensive chain-of-thought generation and may transfer shortcut-sensitive fragments during distillation. This paper addresses the focused problem of learning a compact student model that preserves decision-relevant logic while reducing shortc...