Qi-Qi Hou

Alleviating Hallucination in Reasoning Tasks with Training-Free Uncertainty-Guided Steering

USteer, a simple, training-free steering mechanism that adjusts a model's layer-wise activations during inference using the gradient of a confidence measure with respect to the activations, demonstrates that confidence signals can be leveraged not only for detection, but also for effective inference-time control of mod...