Reward Modeling on WildVision-Battle
89.83AccuracyIXC-2.5-Reward
Evaluation results
| Method | Links | |
|---|---|---|
| IXC-2.5-RewardModel Category=Open-source Specialist RMs2026.04 | 89.83 | |
| Claude 4.6 OpusModel Category=Proprietary Frontier VLMs2026.04 | 74 | |
| Qwen3-VL-32B-InstructModel Category=Open-source Generalist VLMs, Prompting Strategy=Rubric2026.04 | 74 | |
| Qwen3-VL-30B-A3B-InstructModel Category=Open-source Generalist VLMs, Prompting Strategy=Rubric2026.04 | 73.92 | |
| Gemini 3.0 FlashModel Category=Proprietary Frontier VLMs2026.04 | 73.42 | |
| Gemini 3.1 ProModel Category=Proprietary Frontier VLMs2026.04 | 73.33 | |
| Qwen3-VL-30B-A3B-InstructModel Category=Open-source Generalist VLMs, Prompting Strategy=Vanilla2026.04 | 72.5 | |
| Qwen3-VL-32B-InstructModel Category=Open-source Generalist VLMs, Prompting Strategy=CoT2026.04 | 72.5 | |
| Qwen3-VL-32B-InstructModel Category=Open-source Generalist VLMs, Prompting Strategy=Vanilla2026.04 | 71.83 | |
| Qwen3-VL-30B-A3B-InstructModel Category=Open-source Generalist VLMs, Prompting Strategy=CoT2026.04 | 70.83 | |
| GPT-5.4Model Category=Proprietary Frontier VLMs2026.04 | 69.75 | |
| Gemini 3.1 Flash-LiteModel Category=Proprietary Frontier VLMs2026.04 | 67 | |
| Skywork-VL RewardModel Category=Open-source Specialist RMs2026.04 | 65.08 |