Brand Classification on Brand Dataset Text (test)
85.11AccuracyFEST
Evaluation Results
| Method | Links | |
|---|---|---|
| FESTClassifier=RF, Backbone=GPT-4o-mini2026.06 | 85.11 | |
| FESTClassifier=XGB, Backbone=GPT-4o-mini2026.06 | 84.58 | |
| Few-Shot LLMClassifier=RF, Backbone=GPT-4o-mini2026.06 | 83.17 | |
| Few-Shot LLMClassifier=XGB, Backbone=GPT-4o-mini2026.06 | 83.04 | |
| FESTClassifier=DT, Backbone=GPT-4o-mini2026.06 | 81.7 | |
| FESTClassifier=LR, Backbone=GPT-4o-mini2026.06 | 81.59 | |
| FESTClassifier=MLP, Backbone=GPT-4o-mini2026.06 | 81.57 | |
| FelixClassifier=XGB, Backbone=GPT-4o-mini2026.06 | 80.68 | |
| Zero-Shot LLMClassifier=RF, Backbone=GPT-4o-mini2026.06 | 80.27 | |
| FelixClassifier=RF, Backbone=GPT-4o-mini2026.06 | 80.03 | |
| Zero-Shot LLMClassifier=XGB, Backbone=GPT-4o-mini2026.06 | 79.11 | |
| FelixClassifier=MLP, Backbone=GPT-4o-mini2026.06 | 78.26 | |
| Few-Shot LLMClassifier=MLP, Backbone=GPT-4o-mini2026.06 | 76.75 | |
| Zero-Shot LLMClassifier=MLP, Backbone=GPT-4o-mini2026.06 | 75.96 | |
| FelixClassifier=DT, Backbone=GPT-4o-mini2026.06 | 75.86 | |
| FelixClassifier=LR, Backbone=GPT-4o-mini2026.06 | 75.7 | |
| Zero-Shot LLMClassifier=DT, Backbone=GPT-4o-mini2026.06 | 73.29 | |
| Few-Shot LLMClassifier=DT, Backbone=GPT-4o-mini2026.06 | 72.98 | |
| Few-Shot LLMClassifier=LR, Backbone=GPT-4o-mini2026.06 | 72.96 | |
| Zero-Shot LLMClassifier=LR, Backbone=GPT-4o-mini2026.06 | 69.5 |