Reward Modeling Assessment on IF-RewardBench
0.619Single-Turn ScoreSkill-RM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Skill-RMModel Type=Skill-RM (Ours)2026.06 | 0.619 | 0.54 | 0.413 | 0.524 | |
| Gemini-3-FlashModel Type=General LMs2026.06 | 0.589 | 0.46 | 0.489 | 0.513 | |
| GPT-5-miniModel Type=General LMs2026.06 | 0.521 | 0.438 | 0.41 | 0.456 | |
| Qwen3.5-27BModel Type=General LMs2026.06 | 0.507 | 0.44 | 0.287 | 0.411 | |
| DeepSeek-V3.2Model Type=General LMs2026.06 | 0.397 | 0.257 | 0.208 | 0.288 | |
| GLM-4.6Model Type=General LMs2026.06 | 0.359 | 0.263 | 0.189 | 0.27 | |
| Skywork-V2-Llama3.1-8BModel Type=Discriminative RMs2026.06 | 0.153 | 0.205 | 0.039 | 0.133 | |
| RRM-32BModel Type=Generative RMs2026.06 | 0.144 | 0.069 | 0.004 | 0.072 | |
| LMUnit-Qwen2.5-72BModel Type=Discriminative RMs2026.06 | 0.126 | 0.108 | 0.009 | 0.081 | |
| RM-R1-Qwen32BModel Type=Generative RMs2026.06 | 0.114 | 0.075 | -0.032 | 0.052 | |
| Llama3.1-70B-RMModel Type=Discriminative RMs2026.06 | 0.109 | 0.208 | 0.054 | 0.124 | |
| Qwen2.5-Math-RMModel Type=Discriminative RMs2026.06 | 0.056 | 0.092 | 0.002 | 0.05 | |
| Qwen2.5-72B-InstructModel Type=General LMs2026.06 | 0.052 | 0.097 | -0.003 | 0.048 |