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Click on the 'Models' tab to navigate to the models page. 如果界面为中文,请点击“模型”标签导航到模型页面。 | {
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Summarize the discussion content on this issue page and leave a comment saying, 'Thank you, this is very helpful.' 如果界面为中文,请总结讨论内容,并评论:'谢谢,这对我很有用。' | {
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Use the search or filter function to locate the 'opencsg' dataset on the current page. 如果界面为中文,请使用搜索或过滤功能查找 'opencsg' 数据集。 | {
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Click the 'copy' button to copy the name of prompt names | {
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Summarize the information provided on this page about the 'opencsg-chinese-fineweb-edu-v2' dataset and download the dataset. 如果界面为中文,总结页面中关于 'opencsg-chinese-fineweb-edu-v2' 数据集的信息并下载该数据集。 | {
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Click on the most recent discussion or pull request on the 'deepseek-v3' discussions page. 如果界面为中文,请点击 'deepseek-v3' 讨论页面中最新的讨论或拉取请求。 | {
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Click the 'Like' button on this page for the 'deepseek-v3' model. 如果界面为中文,请点击页面上的“点赞”按钮,为 'deepseek-v3' 模型点赞。 | {
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Click the download icon to download the largest model file in the 'deepseek-v3' files section. 如果界面为中文,请点击下载图标,下载 'deepseek-v3' 文件部分中最大的模型文件。 | {
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Check how many categories the current model 'deepseek-v3' has in its collections section. 如果界面为中文,请查看当前模型 'deepseek-v3' 在集合部分有多少个分类。 | {
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Summarize the information provided on this page about the 'opencsg-smoltalk-chinese' dataset and download the dataset. 如果界面为中文,总结页面中关于 'opencsg-smoltalk-chinese' 数据集的信息并下载该数据集。 | {
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Use the search or filter function to locate the 'opencsg' dataset on the current page. 如果界面为中文,请使用搜索或过滤功能查找 'opencsg' 数据集。 | {
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Click the 'copy' button to copy the name of prompt names | {
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Summarize the information provided on this page about the 'opencsg-chinese-fineweb-edu-v2' dataset and download the dataset. 如果界面为中文,总结页面中关于 'opencsg-chinese-fineweb-edu-v2' 数据集的信息并下载该数据集。 | {
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Click the 'Like' button on this page for the 'deepseek-v3' model. 如果界面为中文,请点击页面上的“点赞”按钮,为 'deepseek-v3' 模型点赞。 | {
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Click the download icon to download the largest model file in the 'deepseek-v3' files section. 如果界面为中文,请点击下载图标,下载 'deepseek-v3' 文件部分中最大的模型文件。 | {
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Use the search or filter function to locate the 'opencsg' dataset on the current page. 如果界面为中文,请使用搜索或过滤功能查找 'opencsg' 数据集。 | {
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Click the 'copy' button to copy the name of prompt names | {
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YAML Metadata
Warning:
empty or missing yaml metadata in repo card
(https://huggingface.co/docs/hub/datasets-cards)
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 |
Summery:
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 |
Summery:
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 |
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