Tabular Classification on HC
29.8F1 ScoreXGBoost
Evaluation Results
| Method | Links | |
|---|---|---|
| XGBoost2026.06 | 29.8 | |
| TabPFN(v2.5)2026.06 | 29.7 | |
| CatBoost2026.06 | 28.1 | |
| TabM2026.06 | 28 | |
| TLRDBackbone=Qwen3-8B, Teacher Model=GPT-OSS-120B, Evaluation Protocol=Fine-tuned2026.06 | 26.3 | |
| Qwen3-8BEvaluation Protocol=Tri-level Reasoning2026.06 | 26 | |
| TLRDBackbone=Gemma 3-12B, Teacher Model=GPT-OSS-120B, Evaluation Protocol=Fine-tuned2026.06 | 25.7 | |
| GPT-OSS-120BEvaluation Protocol=Tri-level Reasoning2026.06 | 25.2 | |
| TLRDBackbone=Llama 3.1-8B, Teacher Model=GPT-OSS-120B, Evaluation Protocol=Fine-tuned2026.06 | 25.1 | |
| GPT-OSS-20BEvaluation Protocol=Tri-level Reasoning2026.06 | 24.3 | |
| TabPFN(v2.0)2026.06 | 24 | |
| Qwen3-Next-80BEvaluation Protocol=Tri-level Reasoning2026.06 | 23.5 | |
| TLRDBackbone=Llama 3.1-8B, Teacher Model=Qwen3-Next-80B, Evaluation Protocol=Fine-tuned2026.06 | 22.7 | |
| TLRDBackbone=Qwen3-8B, Teacher Model=Qwen3-Next-80B, Evaluation Protocol=Fine-tuned2026.06 | 22.7 | |
| TLRDBackbone=Gemma 3-12B, Teacher Model=Qwen3-Next-80B, Evaluation Protocol=Fine-tuned2026.06 | 22.3 | |
| Qwen3-8BEvaluation Protocol=Zero-shot2026.06 | 20.4 | |
| Gemma 3-12BEvaluation Protocol=Tri-level Reasoning2026.06 | 18.8 | |
| Llama 3.1-8BEvaluation Protocol=Tri-level Reasoning2026.06 | 17.8 | |
| GPT-OSS-20BEvaluation Protocol=Zero-shot2026.06 | 16.6 | |
| GPT-OSS-120BEvaluation Protocol=Zero-shot2026.06 | 16.2 | |
| Qwen3-Next-80BEvaluation Protocol=Zero-shot2026.06 | 15.5 | |
| Llama 3.1-8BEvaluation Protocol=Zero-shot2026.06 | 15.5 | |
| Gemma 3-12BEvaluation Protocol=Zero-shot2026.06 | 15 |