Ordinal Regression on Helpsteer
0.72L1 ErrorTask Calibration
Evaluation Results
| Method | Links | |
|---|---|---|
| Task CalibrationModel=Qwen3-30B-A3B, Decoding Strategy=Ours2026.05 | 0.72 | |
| Task CalibrationModel=Gemma-3-4B, Decoding Strategy=Ours2026.05 | 0.73 | |
| Task CalibrationModel=Qwen-3-4B, Decoding Strategy=Ours2026.05 | 0.76 | |
| BeamModel=Qwen3-30B-A3B, Decoding Strategy=Beam2026.05 | 0.78 | |
| MBRModel=Qwen3-30B-A3B, Decoding Strategy=MBR2026.05 | 0.78 | |
| Task CalibrationModel=Gemma-3-12B, Decoding Strategy=Ours2026.05 | 0.79 | |
| GreedyModel=Qwen3-30B-A3B, Decoding Strategy=Greedy2026.05 | 0.79 | |
| AncestralModel=Gemma-3-4B, Decoding Strategy=Ancestral2026.05 | 0.8 | |
| AncestralModel=Qwen3-30B-A3B, Decoding Strategy=Ancestral2026.05 | 0.8 | |
| ContrastiveModel=Qwen3-30B-A3B, Decoding Strategy=Contrastive2026.05 | 0.81 | |
| MBRModel=Gemma-3-4B, Decoding Strategy=MBR2026.05 | 0.82 | |
| AncestralModel=Qwen-3-4B, Decoding Strategy=Ancestral2026.05 | 0.82 | |
| BeamModel=Qwen-3-4B, Decoding Strategy=Beam2026.05 | 0.82 | |
| MBRModel=Qwen-3-4B, Decoding Strategy=MBR2026.05 | 0.82 | |
| ContrastiveModel=Qwen-3-4B, Decoding Strategy=Contrastive2026.05 | 0.83 | |
| GreedyModel=Qwen-3-4B, Decoding Strategy=Greedy2026.05 | 0.83 | |
| BeamModel=Gemma-3-4B, Decoding Strategy=Beam2026.05 | 0.85 | |
| ContrastiveModel=Gemma-3-4B, Decoding Strategy=Contrastive2026.05 | 0.85 | |
| GreedyModel=Gemma-3-4B, Decoding Strategy=Greedy2026.05 | 0.86 | |
| AncestralModel=Gemma-3-12B, Decoding Strategy=Ancestral2026.05 | 0.88 | |
| ContrastiveModel=Gemma-3-12B, Decoding Strategy=Contrastive2026.05 | 0.88 | |
| GreedyModel=Gemma-3-12B, Decoding Strategy=Greedy2026.05 | 0.89 | |
| BeamModel=Gemma-3-12B, Decoding Strategy=Beam2026.05 | 0.9 | |
| MBRModel=Gemma-3-12B, Decoding Strategy=MBR2026.05 | 0.9 | |
| Task CalibrationModel=Qwen3-30B-A3B, Decoding Strategy=Ours2026.05 | 1.21 | |
| Task CalibrationModel=Gemma-3-4B, Decoding Strategy=Ours2026.05 | 1.25 | |
| Task CalibrationModel=Gemma-3-12B, Decoding Strategy=Ours2026.05 | 1.26 | |
| Task CalibrationModel=Qwen-3-4B, Decoding Strategy=Ours2026.05 | 1.27 | |
| MBRModel=Gemma-3-12B, Decoding Strategy=MBR2026.05 | 1.89 | |
| ContrastiveModel=Gemma-3-12B, Decoding Strategy=Contrastive2026.05 | 1.9 | |
| GreedyModel=Gemma-3-12B, Decoding Strategy=Greedy2026.05 | 1.91 | |
| AncestralModel=Gemma-3-12B, Decoding Strategy=Ancestral2026.05 | 1.95 | |
| BeamModel=Gemma-3-12B, Decoding Strategy=Beam2026.05 | 1.95 | |
| MBRModel=Gemma-3-4B, Decoding Strategy=MBR2026.05 | 2.03 | |
| ContrastiveModel=Qwen-3-4B, Decoding Strategy=Contrastive2026.05 | 2.03 | |
| AncestralModel=Gemma-3-4B, Decoding Strategy=Ancestral2026.05 | 2.05 | |
| GreedyModel=Gemma-3-4B, Decoding Strategy=Greedy2026.05 | 2.05 | |
| MBRModel=Qwen-3-4B, Decoding Strategy=MBR2026.05 | 2.06 | |
| BeamModel=Qwen-3-4B, Decoding Strategy=Beam2026.05 | 2.09 | |
| BeamModel=Gemma-3-4B, Decoding Strategy=Beam2026.05 | 2.1 | |
| AncestralModel=Qwen-3-4B, Decoding Strategy=Ancestral2026.05 | 2.11 | |
| MBRModel=Qwen3-30B-A3B, Decoding Strategy=MBR2026.05 | 2.11 | |
| ContrastiveModel=Qwen3-30B-A3B, Decoding Strategy=Contrastive2026.05 | 2.13 | |
| ContrastiveModel=Gemma-3-4B, Decoding Strategy=Contrastive2026.05 | 2.14 | |
| GreedyModel=Qwen-3-4B, Decoding Strategy=Greedy2026.05 | 2.14 | |
| GreedyModel=Qwen3-30B-A3B, Decoding Strategy=Greedy2026.05 | 2.15 | |
| AncestralModel=Qwen3-30B-A3B, Decoding Strategy=Ancestral2026.05 | 2.16 | |
| BeamModel=Qwen3-30B-A3B, Decoding Strategy=Beam2026.05 | 2.16 |