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Linear Probing on Multi-dataset Suite

47.97Average AccuracyCPI (Ours50)
47.273247.454147.63547.8159May 21, 2026

Evaluation results

MethodLinks
CPI (Ours50)Keep=50%, Evaluation Protocol=Linear probing2026.0547.97
Full-Random50Keep=50%, Evaluation Protocol=Linear probing2026.0547.39
Align-only top50Keep=50%, Evaluation Protocol=Linear probing2026.0547.36
FullKeep=100%, Evaluation Protocol=Linear probing2026.0547.3