Multimodal Geometry Reasoning on Geo3K
49.75AccuracyPair
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PairModel=Qwen3-VL-4B, Group Size G=162026.05 | 49.75 | 1,830.37 | 40.3 | 11,388 | 2.57 | |
| PairModel=Qwen3-VL-4B, Group Size G=82026.05 | 49.67 | 2,136.67 | 29.9 | 6,912 | 3.63 | |
| BPPOModel=Qwen3-VL-4B, Group Size G=82026.05 | 49.43 | 2,063.23 | 32.4 | 6,490 | 3.86 | |
| CPPOModel=Qwen3-VL-4B, Group Size G=162026.05 | 49.43 | 3,851.84 | -25.6 | 11,773 | 2.49 | |
| BPPOModel=Qwen3-VL-4B, Group Size G=162026.05 | 48.93 | 1,665.13 | 45.7 | 10,710 | 2.73 | |
| GRPOModel=Qwen3-VL-4B, Group Size G=162026.05 | 48.87 | 3,066.45 | — | 29,264 | 1 | |
| CPPOModel=Qwen3-VL-4B, Group Size G=82026.05 | 48.22 | 4,073.86 | -33.6 | 7,750 | 3.23 | |
| GRPOModel=Qwen3-VL-4B, Group Size G=82026.05 | 48.12 | 3,049.95 | — | 25,071 | 1 | |
| GRPO+FIRSTNModel=Qwen3-VL-4B, Group Size G=162026.05 | 47.97 | 3,006.12 | 2 | 27,007 | 1.08 | |
| GRPO+FIRSTNModel=Qwen3-VL-4B, Group Size G=82026.05 | 47.12 | 3,016.77 | 1.1 | 22,981 | 1.09 | |
| Qwen3-VL-4BModel=Qwen3-VL-4B2026.05 | 31.82 | — | — | — | — |