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Ripple effect magnitude prediction (ℓ2 logit shift) on Curated ripple-effect corpus 1.0 (test)

0.918Spearman Correlation (ρs)CLARE
0.367840.510670.65350.79633Mar 11, 2026
Updated 7mo ago

Evaluation results

MethodLinks
CLAREModel=GPT2-XL, Editing Technique=PRUNE2026.030.918
CLAREModel=GPT-J, Editing Technique=PRUNE2026.030.917
CLAREModel=GPT2-XL, Editing Technique=MEMIT2026.030.915
CLAREModel=GPT-J, Editing Technique=MEMIT2026.030.913
CLAREModel=GPT2-XL, Editing Technique=RECT2026.030.911
CLAREModel=GPT2-XL, Editing Technique=ROME2026.030.909
CLAREModel=GPT-J, Editing Technique=RECT2026.030.878
CLAREModel=Llama3, Editing Technique=AlphaEdit2026.030.876
CLAREModel=GPT-J, Editing Technique=AlphaEdit2026.030.875
CLAREModel=Llama3, Editing Technique=PRUNE2026.030.871
CLAREModel=Llama3, Editing Technique=RECT2026.030.861
CLAREModel=GPT-J, Editing Technique=ROME2026.030.857
CLAREModel=GPT2-XL, Editing Technique=AlphaEdit2026.030.854
CLAREModel=Llama3, Editing Technique=MEMIT2026.030.848
CLAREModel=Llama3, Editing Technique=ROME2026.030.801
GradSimModel=GPT-J, Editing Technique=PRUNE2026.030.691
GradSimModel=GPT-J, Editing Technique=MEMIT2026.030.677
GradSimModel=GPT-J, Editing Technique=AlphaEdit2026.030.663
GradSimModel=GPT-J, Editing Technique=RECT2026.030.646
GradSimModel=GPT-J, Editing Technique=ROME2026.030.634
GradSimModel=GPT2-XL, Editing Technique=PRUNE2026.030.561
GradSimModel=GPT2-XL, Editing Technique=ROME2026.030.558
GradSimModel=GPT2-XL, Editing Technique=AlphaEdit2026.030.554
GradSimModel=GPT2-XL, Editing Technique=RECT2026.030.548
GradSimModel=GPT2-XL, Editing Technique=MEMIT2026.030.543
GradSimModel=Llama3, Editing Technique=RECT2026.030.468
GradSimModel=Llama3, Editing Technique=PRUNE2026.030.46
GradSimModel=Llama3, Editing Technique=MEMIT2026.030.442
GradSimModel=Llama3, Editing Technique=AlphaEdit2026.030.442
GradSimModel=Llama3, Editing Technique=ROME2026.030.389