Tiered Language Models use a secret key to induce an alternative computation graph over shared weights, enabling private capabilities in the keyed mode while the public mode shows none.
Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing
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Toward Open Weight Models Without Risks: Separating Public and Private Capabilities in LLMs
Tiered Language Models use a secret key to induce an alternative computation graph over shared weights, enabling private capabilities in the keyed mode while the public mode shows none.