Last Step Matters: Early Uncertainty Cannot Predict Failure in Long-Horizon Agents

Zongyue Li, Chengyue Yu, Lei Zang +3

Early failure prediction is important for long-horizon agents, as it enables timely intervention and can reduce inference and tool-use costs. Uncertainty quantification, such as ve…