Shaping capabilities with token-level data filtering

Current approaches to reducing undesired capabilities in language models are largely post hoc, and can thus be easily bypassed by adversaries. A natural alternative is to shape capabilities during pretraining itself. On the proxy task of removing medical ca...

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Uploaded Jul 10, 2026

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