AIBullisharXiv – CS AI · Mar 97/10
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COLD-Steer: Steering Large Language Models via In-Context One-step Learning Dynamics
Researchers introduce COLD-Steer, a training-free framework that enables efficient control of large language model behavior at inference time using just a few examples. The method approximates gradient descent effects without parameter updates, achieving 95% steering effectiveness while using 50 times fewer samples than existing approaches.