COLD-Steer: Steering Large Language Models via In-Context One-step Learning Dynamics

Kartik Sharma, Rakshit S. Trivedi

Activation steering methods enable inference-time control of large language model (LLM) behavior without retraining, but current approaches face a fundamental trade-off: sample-eff…