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Incept Labs
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DPO's gradient imbalance causes models to avoid bad answers instead of generating good ones – AdaDPO fixes this with a simple, drop-in loss modification that boosts performance.
SAE-guided model editing fails when treating SAEs as scalpels to filter task vectors, but succeeds when treating them as stethoscopes to select layers for unfiltered task vector injection.