autohub-benchmark
This project designs common use scenarios for web-based code, model, and dataset hosting platforms, and provides corresponding prompts and ground truth. These resources can be used to evaluate the localization performance of visual language models (VLMs) in specialized scenarios.
Model Hosting Platform GUI Inference
| Model | Platform | Accuracy (%) | Error (%) | Invalid (%) | Completion Rate (%) |
|---|---|---|---|---|---|
| AriaUI | Huggingface | 70.8 | 12.5 | 6.7 | 100.0 |
| ModelScope | 57.6 | 14.2 | 28.2 | 100.0 | |
| OpenCSG | 81.0 | 9.5 | 9.5 | 100.0 | |
| CogAgent | Huggingface | 73.3 | 26.7 | 0.0 | 100.0 |
| ModelScope | 57.9 | 29.1 | 13.0 | 96.3 | |
| OpenCSG | 57.1 | 19.0 | 23.8 | 100.0 | |
| Qwen3B | Huggingface | 8.3 | 15.8 | 19.2 | 41.7 |
| ModelScope | 0.0 | 28.6 | 20.6 | 49.2 | |
| OpenCSG | 4.8 | 4.8 | 9.5 | 19.0 | |
| Qwen7B | Huggingface | 73.3 | 11.7 | 10.8 | 95.8 |
| ModelScope | 55.5 | 30.2 | 8.5 | 95.2 | |
| OpenCSG | 71.4 | 14.3 | 14.3 | 100.0 | |
| SeeClick | Huggingface | 39.2 | 36.7 | 24.2 | 100.0 |
| ModelScope | 52.4 | 29.0 | 18.6 | 100.0 | |
| OpenCSG | 52.4 | 14.3 | 33.3 | 100.0 | |
| ShowUI | Huggingface | 30.0 | 45.0 | 11.7 | 86.7 |
| ModelScope | 43.3 | 26.7 | 14.3 | 88.9 | |
| OpenCSG | 23.8 | 52.4 | 9.5 | 85.7 |
Summary:
| Model | Accuracy (%) | Error (%) | Invalid (%) | Completion Rate (%) |
|---|---|---|---|---|
| AriaUI | 67.7 | 19.3 | 11.4 | 100.0 |
| CogAgent | 63.3 | 34.8 | 3.0 | 98.7 |
| Qwen3B | 4.5 | 10.8 | 12.9 | 62.6 |
| Qwen7B | 66.9 | 18.8 | 10.1 | 100.0 |
| SeeClick | 45.6 | 26.2 | 26.8 | 97.9 |
| ShowUI | 32.1 | 42.8 | 11.6 | 85.0 |
Code Hosting Platform GUI Inference
| Model | Platform | Accuracy (%) | Error (%) | Invalid (%) | Completion Rate (%) |
|---|---|---|---|---|---|
| AriaUI | GitCode | 57.1 | 28.5 | 14.3 | 100.0 |
| Gitea | 71.4 | 28.5 | 0.0 | 100.0 | |
| Gitee | 57.1 | 28.5 | 14.3 | 100.0 | |
| Github | 71.4 | 14.3 | 14.3 | 100.0 | |
| GitLab | 71.4 | 14.3 | 14.3 | 100.0 | |
| CogAgent | GitCode | 71.4 | 28.5 | 0.0 | 100.0 |
| Gitea | 71.4 | 28.5 | 0.0 | 100.0 | |
| Gitee | 100.0 | 0.0 | 0.0 | 100.0 | |
| Github | 57.1 | 42.8 | 0.0 | 100.0 | |
| GitLab | 85.7 | 14.3 | 0.0 | 100.0 | |
| Qwen3B | GitCode | 14.2 | 28.5 | 42.8 | 85.7 |
| Gitea | 14.2 | 57.1 | 14.2 | 85.7 | |
| Gitee | 14.2 | 42.8 | 28.5 | 100.0 | |
| Github | 0.0 | 28.5 | 57.1 | 85.7 | |
| GitLab | 14.2 | 28.5 | 28.5 | 71.4 | |
| Qwen7B | GitCode | 71.4 | 0.0 | 28.5 | 100.0 |
| Gitea | 57.1 | 28.5 | 14.2 | 100.0 | |
| Gitee | 28.5 | 57.1 | 14.2 | 100.0 | |
| Github | 0.0 | 14.2 | 85.7 | 100.0 | |
| GitLab | 85.7 | 14.2 | 0.0 | 100.0 | |
| SeeClick | GitCode | 28.5 | 48.5 | 28.5 | 100.0 |
| Gitea | 28.5 | 28.5 | 48.5 | 100.0 | |
| Gitee | 28.5 | 57.1 | 14.2 | 100.0 | |
| Github | 14.2 | 57.1 | 28.5 | 100.0 | |
| GitLab | 0.0 | 71.4 | 28.5 | 100.0 | |
| ShowUI | GitCode | 28.5 | 48.5 | 14.2 | 85.7 |
| Gitea | 57.1 | 48.5 | 0.0 | 100.0 | |
| Gitee | 57.1 | 28.5 | 0.0 | 85.7 | |
| Github | 48.5 | 14.2 | 28.5 | 85.7 | |
| GitLab | 48.5 | 14.2 | 14.2 | 71.4 |
Summary:
| Model | Platform | Accuracy (%) | Error (%) | Invalid (%) | Completion Rate (%) |
|---|---|---|---|---|---|
| AriaUI | 65.7 | 22.8 | 11.4 | 100.0 | |
| CogAgent | 62.9 | 22.8 | 0.0 | 100.0 | |
| Qwen3B | 11.4 | 37.1 | 37.1 | 85.7 | |
| Qwen7B | 48.5 | 22.9 | 28.6 | 100.0 | |
| SeeClick | 20.0 | 51.4 | 28.6 | 100.0 | |
| ShowUI | 45.7 | 28.6 | 11.4 | 85.7 |