Toxicity Classification on EEUCA 2026 (val)
67Macro F1Two-stage
Evaluation results
| Method | Links | |
|---|---|---|
| Two-stageApproach=Hierarchical Classification2026.05 | 67 | |
| Gemma 12BBackbone=Gemma 12B2026.05 | 66 | |
| Llama 8B (no synth)Backbone=Llama 3.1 8B, Synthetic Ratio=0%, Quantization=4-bit NF4, LoRA=rank=162026.05 | 65.54 | |
| Gemma 2BBackbone=Gemma 2B2026.05 | 63 | |
| Llama 8B + 5% synthBackbone=Llama 3.1 8B, Synthetic Ratio=5%, Quantization=4-bit NF4, LoRA=rank=16, Post-hoc Boost=Class 22026.05 | 62.71 | |
| XLM-RoBERTa LargeBackbone=XLM-RoBERTa Large2026.05 | 30 |