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Knowledge Editing Resistance on Mixed 20-step f.t. (held-out)

98ResistanceGoggles (Redwood framing)
3.3627.9352.577.07Jul 2, 2026

Evaluation results

MethodLinks
Goggles (Redwood framing)Trained to=7002026.0798
GogglesTrained to=7002026.0794
forward KLTrained to=7002026.0793
Lmax = 1 (no curriculum)Trained to=7002026.0785
single-basis Goggles (b = 1)Trained to=7002026.0774
SFT on negated documentsTrained to=—2026.0712
SFT on positive documentsTrained to=—2026.077