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Paper · arXiv

STR: Supervised Transcoder Replacement for Reducing Steering Side Effects

Model steering can strengthen a target behavior while degrading other useful behaviors. We introduce Supervised Transcoder Replacement (STR) to reduce these side effects for existing steering methods, including those fitted without a protection objective. STR learns a replacement for the multilayer perceptron (MLP) computation at the steering layer through supervision for target control, non-target preservation, and fidelity without steering. Selected steering methods then fit directions on the frozen replacement while retaining their own fitting objectives. We evaluate three steering methods across Gemma and Llama models using Corrigibility preferences and four harmful-request safety dat...

AuthorsHaonan Yu, Junhao Liu, Zhenyu Yan et al.
Primary categorycs.AI
Published26 September 2026
Last updated at source26 September 2026
cs.AIcs.LG
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