User Interface Reasoning on UXBench
79Bubble Occurrence TUI-UX
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| UI-UXParams=4B, Type=Reasoning Model2026.06 | 79 | 88 | 79 | 77 | 94 | 72 | 71 | 76 | 79.63 | |
| Claude-4.5-SonnetParams=–, Type=Reasoning Model2026.06 | 65 | 55 | 77 | 53 | 66 | 70 | 66 | 72 | 65.5 | |
| Claude-3.7-SonnetParams=–, Type=Reasoning Model2026.06 | 64 | 66 | 78 | 56 | 53 | 61 | 65 | 76 | 64.88 | |
| Claude-4-SonnetParams=–, Type=Reasoning Model2026.06 | 64 | 52 | 77 | 46 | 52 | 68 | 66 | 74 | 62.38 | |
| MimoVL-0528Params=7B, Type=Reasoning Model2026.06 | 58 | 56 | 74 | 41 | 52 | 54 | 40 | 60 | 54.38 | |
| Qwen3-VL-ThinkingParams=235B, Type=Reasoning Model2026.06 | 52 | 61 | 82 | 47 | 56 | 54 | 64 | 70 | 58.54 | |
| Qwen3-VL-ThinkingParams=4B, Type=Reasoning Model2026.06 | 47 | 49 | 72 | 39 | 50 | 52 | 63 | 65 | 52.54 | |
| InternVL-3.5Params=2B, Type=Instruct Model2026.06 | 42 | 34 | 43 | 26 | 37 | 61 | 72 | 76 | 48.88 | |
| Qwen3-VLParams=235B, Type=Instruct Model2026.06 | 30 | 57 | 79 | 40 | 52 | 62 | 64 | 70 | 56 | |
| InternVL-3Params=2B, Type=Instruct Model2026.06 | 30 | 34 | 61 | 0 | 34 | 52 | 11 | 8 | 28.75 | |
| MiniCPM-V-4.5Params=8B, Type=Instruct Model2026.06 | 30 | 39 | 56 | 33 | 55 | 53 | 65 | 76 | 50.86 | |
| Qwen2.5-VLParams=72B, Type=Instruct Model2026.06 | 9 | 51 | 70 | 55 | 56 | 69 | 68 | 71 | 54.82 | |
| Llava3-NextParams=8B, Type=Instruct Model2026.06 | 0 | 10 | 22 | 22 | 26 | 19 | 0 | 0 | 12 | |
| GLM-4.1-ThinkingParams=9B, Type=Reasoning Model2026.06 | 0 | 60 | 62 | 34 | 32 | 32 | 4 | 1 | 28.13 | |
| InternVL-3.5Params=4B, Type=Reasoning Model2026.06 | 0 | 39 | 65 | 38 | 50 | 59 | 68 | 72 | 48.88 |