Multimodal Judgment on C.C.
46.2ScorePerception-Judge-Flex
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Perception-Judge-FlexSize=32B, LoRA Training=true2026.06 | 46.2 | 68.6 | 76.6 | 39.2 | |
| Perception-Judge-Qwen3Size=8B2026.06 | 46.2 | 66.3 | 74 | 37.8 | |
| GPT-4oLoRA Training=true2026.06 | 45.2 | 63.4 | 77.6 | — | |
| LLaVA-CriticSize=7B, LoRA Training=true2026.06 | 45 | 68.7 | 77.4 | — | |
| GPT-4VLoRA Training=true2026.06 | 44.4 | 63.4 | 77.2 | 35.3 | |
| Qwen3-VL-ThinkingSize=8B2026.06 | 41.5 | 66.1 | 73.4 | 41.5 | |
| Perception-Judge-Qwen3Size=4B2026.06 | 41 | 66.1 | 73.7 | 37.1 | |
| Gemini-1.0-Pro-Vision2026.06 | 40.8 | 78.7 | 84 | 29.9 | |
| Qwen3-VL-ThinkingSize=4B2026.06 | 39.2 | 65.3 | 72.6 | 46 | |
| Prometheus-VSize=13B, LoRA Training=true2026.06 | 34.2 | — | — | — | |
| Flex-Judge-VLSize=32B, LoRA Training=true2026.06 | 33.7 | 68.5 | 76.4 | 43.5 | |
| Flex-Judge-VLSize=7B2026.06 | 29.7 | 62.4 | 69.1 | 46.2 | |
| Perception-Judge-FlexSize=7B2026.06 | 27.7 | 67.1 | 74.6 | 42.8 | |
| LLaVA-1.6Size=34B2026.06 | 25.1 | — | — | — | |
| Qwen2.5-VL-InstructSize=7B2026.06 | 24.7 | 47.4 | 49.2 | 45 | |
| LLaVA-1.5Size=13B2026.06 | 22.7 | 47.8 | 53.7 | 49.2 |