A frozen shared activation bus with one encoder-decoder adapter per model lets probes, a single SAE, and a carrier NLA be reused across compatible language models.
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One Adapter Pair per Model: A Universal Activation Interface for Language Models
A frozen shared activation bus with one encoder-decoder adapter per model lets probes, a single SAE, and a carrier NLA be reused across compatible language models.