Vision-Language Evaluation on MMStar
72.6Average ScoreCGC-8B
Evaluation results
| Method | Links | |
|---|---|---|
| CGC-8BBase MLLM=Qwen3-VL2026.04 | 72.6 | |
| Qwen3-VL-8B2026.04 | 70.67 | |
| InternVL3-8B2026.04 | 68 | |
| ThinkLite-VL-7BBase MLLM=Qwen2.5-VL2026.04 | 66.8 | |
| MM-Eureka-7BBase MLLM=Qwen2.5-VL2026.04 | 65.73 | |
| NoisyRollout-7BBase MLLM=Qwen2.5-VL2026.04 | 65.66 | |
| MiCo-7BBase MLLM=Qwen2.5-VL2026.04 | 65.6 | |
| CGC-7BBase MLLM=Qwen2.5-VL2026.04 | 64.2 | |
| Qwen2.5-VL-7B2026.04 | 64.06 | |
| VLAA-Thinker-7BBase MLLM=Qwen2.5-VL2026.04 | 63.6 | |
| Qwen2-VL-7B2026.04 | 60.93 | |
| Migician-7BBase MLLM=Qwen2-VL2026.04 | 59.4 | |
| IDPrunerRetain Tokens=1282026.02 | 33.44 | |
| BaselineRetain Tokens=Full2026.02 | 32.74 | |
| IDPrunerRetain Tokens=642026.02 | 31.49 | |
| IDPrunerRetain Tokens=322026.02 | 30.58 |