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Analogy Solving on SAT Problems

58.8AccuracyvC
18.2428.7739.349.83Jan 13, 2026

Evaluation results

MethodLinks
vCBackbone=LLaMa-3.1, Affine transformation=g() affine2026.0158.80.093
vCBackbone=LLaMa-2, Affine transformation=g() affine2026.0156.30.092
vCBackbone=LLaMa-3.1, Affine transformation=None2026.0155.60.107
vCBackbone=LLaMa-2, Affine transformation=None2026.01550.052
LLaMa-3.1Intervention=None2026.0152.7—
IFV-CFVBackbone=LLaMa-2, Affine transformation=g() affine2026.0152.20.063
LLaMa-2Intervention=None2026.0151.9—
IFV-CFVBackbone=LLaMa-3.1, Affine transformation=g() affine2026.0150.10.07
vCBackbone=GPT-J, Affine transformation=g() affine2026.0149.10.062
IFV-CFVBackbone=LLaMa-3.1, Affine transformation=None2026.0148.90.065
IFV-CFVBackbone=LLaMa-2, Affine transformation=None2026.0146.90.027
vCBackbone=GPT-J, Affine transformation=None2026.0144.40.028
IFV-CFVBackbone=GPT-J, Affine transformation=g() affine2026.0136.70.045
IFV-CFVBackbone=GPT-J, Affine transformation=None2026.0134.80.011
GPT-JIntervention=None2026.0133.4—
vCBackbone=GPT-2, Affine transformation=g() affine2026.0128.60.083
vCBackbone=GPT-2, Affine transformation=None2026.01260.035
IFV-CFVBackbone=GPT-2, Affine transformation=g() affine2026.0123.20.03
IFV-CFVBackbone=GPT-2, Affine transformation=None2026.0122.40.013
GPT-2Intervention=None2026.0119.8—