| 1 | PaTaRM: Bridging Pairwise and Pointwise Signals via Preference-Aware Task-Adaptive Reward Modeling | 86.20 | link |
| 2 | Skywork/Skywork-Reward-V2-Llama-3.1-8B | 84.13 | link |
| 3 | ContextualAI/LMUnit-qwen2.5-72b | 82.08 | link |
| 4 | ContextualAI/LMUnit-llama3.1-70b | 80.54 | link |
| 5 | Databricks-Mosaic-Research/PGRM | 80.02 | link |
| 6 | google/gemini-2.5-pro | 79.48 | link |
| 7 | Skywork/Skywork-Reward-V2-Qwen3-8B | 78.37 | link |
| 8 | google/gemini-2.5-flash | 77.67 | link |
| 9 | nicolinho/QRM-Gemma-2-27B | 76.67 | link |
| 10 | infly/INF-ORM-Llama3.1-70B | 76.48 | link |
| 11 | anthropic/claude-opus-4-20250514 | 76.48 | link |
| 12 | allenai/Llama-3.1-70B-Instruct-RM-RB2 | 76.06 | link |
| 13 | Skywork/Skywork-Reward-Gemma-2-27B | 75.76 | link |
| 14 | Skywork/Skywork-Reward-V2-Qwen3-4B | 75.51 | link |
| 15 | anthropic/claude-3-7-sonnet-20250219 | 75.39 | link |
| 16 | Skywork/Skywork-Reward-Gemma-2-27B-v0.2 | 75.31 | link |
| 17 | Skywork/Skywork-Reward-V2-Llama-3.2-3B | 74.66 | link |
| 18 | LxzGordon/URM-LLaMa-3.1-8B | 73.94 | link |
| 19 | Schrieffer/Llama-SARM-4B | 73.79 | link |
| 20 | Skywork/Skywork-Reward-Llama-3.1-8B | 73.14 | link |
| 21 | allenai/Llama-3.1-8B-Instruct-RM-RB2 | 72.85 | link |
| 22 | ShikaiChen/LDL-Reward-Gemma-2-27B-v0.1 | 72.49 | link |
| 23 | openai/gpt-4.1-2025-04-14 | 72.32 | link |
| 24 | allenai/Llama-3.1-Tulu-3-70B-SFT-RM-RB2 | 72.20 | link |
| 25 | Skywork/Skywork-Reward-Llama-3.1-8B-v0.2 | 71.75 | link |
| 26 | anthropic/claude-sonnet-4-20250514 | 71.17 | link |
| 27 | nicolinho/QRM-Llama3.1-8B-v2 | 70.74 | link |
| 28 | HFXM/RAMO-Llama3.1-8B | 69.17 | link |
| 29 | Skywork/Skywork-VL-Reward-7B | 68.85 | link |
| 30 | allenai/Llama-3.1-Tulu-3-8B-RL-RM-RB2 | 68.71 | link |
| 31 | allenai/Llama-3.1-Tulu-3-8B-DPO-RM-RB2 | 68.70 | link |
| 32 | Personalized RewardBench: Evaluating Reward Models with Human Aligned Personalization | 0.66 | link |
| 33 | Your Mouse and Eyes Secretly Leak Your Preference: LLM Alignment using Implicit Feedback from Users | 0.53 | link |