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ResearchFormerly WizWand

Brand Classification on Brand Dataset Text (test)

85.11AccuracyFEST
68.875673.090377.30581.5197Jun 7, 2026
Updated 5mo ago

Evaluation results

MethodLinks
FESTClassifier=RF, Backbone=GPT-4o-mini2026.0685.11
FESTClassifier=XGB, Backbone=GPT-4o-mini2026.0684.58
Few-Shot LLMClassifier=RF, Backbone=GPT-4o-mini2026.0683.17
Few-Shot LLMClassifier=XGB, Backbone=GPT-4o-mini2026.0683.04
FESTClassifier=DT, Backbone=GPT-4o-mini2026.0681.7
FESTClassifier=LR, Backbone=GPT-4o-mini2026.0681.59
FESTClassifier=MLP, Backbone=GPT-4o-mini2026.0681.57
FelixClassifier=XGB, Backbone=GPT-4o-mini2026.0680.68
Zero-Shot LLMClassifier=RF, Backbone=GPT-4o-mini2026.0680.27
FelixClassifier=RF, Backbone=GPT-4o-mini2026.0680.03
Zero-Shot LLMClassifier=XGB, Backbone=GPT-4o-mini2026.0679.11
FelixClassifier=MLP, Backbone=GPT-4o-mini2026.0678.26
Few-Shot LLMClassifier=MLP, Backbone=GPT-4o-mini2026.0676.75
Zero-Shot LLMClassifier=MLP, Backbone=GPT-4o-mini2026.0675.96
FelixClassifier=DT, Backbone=GPT-4o-mini2026.0675.86
FelixClassifier=LR, Backbone=GPT-4o-mini2026.0675.7
Zero-Shot LLMClassifier=DT, Backbone=GPT-4o-mini2026.0673.29
Few-Shot LLMClassifier=DT, Backbone=GPT-4o-mini2026.0672.98
Few-Shot LLMClassifier=LR, Backbone=GPT-4o-mini2026.0672.96
Zero-Shot LLMClassifier=LR, Backbone=GPT-4o-mini2026.0669.5