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

93Resistance ScoreGoggles (Redwood framing)
-2.6822.164771.84Jul 2, 2026

Evaluation results

MethodLinks
Goggles (Redwood framing)Trained to=7002026.0793
forward KLTrained to=7002026.0791
GogglesTrained to=7002026.0789
Lmax = 1 (no curriculum)Trained to=7002026.0749
single-basis Goggles (b = 1)Trained to=7002026.0726
SFT on positive documentsTrained to=—2026.071
SFT on negated documentsTrained to=—2026.071