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Title-abstract matching on Patent dataset Title-Abstract

0.994AUC-ROCTechToken BERT
0.825520.869260.9130.95674May 6, 2026

Evaluation results

MethodLinks
TechToken BERTSelection Strategy=Best across mean-pool and CLS embedding2026.050.9940.903
PatentSBERTaSelection Strategy=Best across mean-pool and CLS embedding2026.050.9850.912
LLaMA PatentsSelection Strategy=Best across mean-pool and CLS embedding2026.050.9730.766
PaecterSelection Strategy=Best across mean-pool and CLS embedding2026.050.9440.896
BERT4PatentsSelection Strategy=Best across mean-pool and CLS embedding2026.050.920.799
BERT4Patents FTSelection Strategy=Best across mean-pool and CLS embedding2026.050.8320.427