Steering Under Compression: Dose-Response, Capability Cost, and Failure Asymmetry in Quantized LLMs

Saurav Bhandari, Benjamin Wade

Inference-time activation steering enables behavioral control of large language models without parameter modification, while post-training quantization reduces memory and compute c…