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SALSA: Speech Aware LLM Adaptation via Learned Steering Activation Vectors

arXiv cs.CL · 3d ago Cached

SALSA introduces a lightweight adaptation method for speech-aware LLMs that learns layer-wise steering vectors via supervised objective, achieving significant improvements (up to 46.8% relative) on out-of-domain speech benchmarks, and shows that steering the encoder layers is more effective than modifying the LLM backbone.

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