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Relevance Classification on ESCI-JP (test)

69.72AccuracyMPCoT
55.26459.01762.7766.523Jan 29, 2026

Evaluation results

MethodLinks
MPCoTModel Category=Teacher Model, Protocol=SFT+DPO2026.0169.7253.69
Best-SingleCoTModel Category=Teacher Model, Protocol=SFT+DPO2026.0165.3951.14
MPCoTModel Category=Teacher Model, Protocol=SFT2026.0164.1748.06
LRKDModel Category=Student Model, Architecture=GAT2026.0163.9647.21
LRKDModel Category=Student Model, Architecture=Poly2026.0163.4445.27
CED-KDModel Category=Student Model2026.0162.9443.1
MKDModel Category=Student Model2026.0162.543.17
BERT-multilingual-baseModel Category=Deployable Model Baseline2026.0162.3642.6
ProgressiveCoTModel Category=Teacher Model, Protocol=SFT2026.0162.3350.01
LRKDModel Category=Student Model, Architecture=MLP2026.0162.1942.96
Best-SingleCoTModel Category=Teacher Model, Protocol=SFT2026.0160.1149.97
Best-SingleCoTModel Category=Teacher Model, Protocol=few-shot2026.0158.7248.9
MPCoTModel Category=Teacher Model, Protocol=few-shot2026.0155.8245.61