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Relational Similarity on Relational Similarity Human Judgments Exp. 1

0.864Pearson Correlation (r)Fine-tuned FV
0.405360.524430.64350.76257Jan 13, 2026

Evaluation results

MethodLinks
Fine-tuned FVModel=LLaMa-3.1, Intervention Protocol=vz Fine-tuned FV2026.010.8640.84
Fine-tuned FVModel=LLaMa-2, Intervention Protocol=vz Fine-tuned FV2026.010.8460.82
Initial FVModel=LLaMa-2, Intervention Protocol=vt Initial FV2026.010.8160.8
Initial FVModel=LLaMa-3.1, Intervention Protocol=vt Initial FV2026.010.8110.78
Fine-tuned FVModel=GPT-2, Intervention Protocol=vz Fine-tuned FV2026.010.8070.78
Fine-tuned FVModel=GPT-J, Intervention Protocol=vz Fine-tuned FV2026.010.7880.76
Initial FVModel=GPT-J, Intervention Protocol=vt Initial FV2026.010.7790.75
Initial FVModel=GPT-2, Intervention Protocol=vt Initial FV2026.010.7780.75
LLaMa-2Intervention Protocol=Baseline2026.010.6930.65
LLaMa-3.1Intervention Protocol=Baseline2026.010.670.63
GPT-2Intervention Protocol=Baseline2026.010.5740.52
GPT-JIntervention Protocol=Baseline2026.010.4230.36