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Relevance Classification on ESCI-US (test)

70.23AccuracyMPCoT
57.001260.435663.8767.3044Jan 29, 2026

Evaluation results

MethodLinks
MPCoTModel Category=Teacher Model, Protocol=SFT+DPO2026.0170.2351.85
Best-SingleCoTModel Category=Teacher Model, Protocol=SFT+DPO2026.0169.4950.08
LRKDModel Category=Student Model, Architecture=GAT2026.0168.7345.83
MKDModel Category=Student Model2026.0168.3442.45
LRKDModel Category=Student Model, Architecture=Poly2026.0167.9244.33
CED-KDModel Category=Student Model2026.0167.4943.71
LRKDModel Category=Student Model, Architecture=MLP2026.0166.9442.61
BERT-multilingual-baseModel Category=Deployable Model Baseline2026.0166.8341.38
MPCoTModel Category=Teacher Model, Protocol=SFT2026.0164.2649.48
Best-SingleCoTModel Category=Teacher Model, Protocol=SFT2026.0163.250.21
ProgressiveCoTModel Category=Teacher Model, Protocol=SFT2026.0162.8648.45
Best-SingleCoTModel Category=Teacher Model, Protocol=few-shot2026.0159.3948.05
MPCoTModel Category=Teacher Model, Protocol=few-shot2026.0157.5145.09