| --- |
| pretty_name: OpenVisTool-Bench |
| license: other |
| language: |
| - en |
| task_categories: |
| - visual-question-answering |
| - image-to-text |
| tags: |
| - multimodal |
| - tool-use |
| - agentic-vision |
| - visual-reasoning |
| - gui-grounding |
| - web-to-html |
| size_categories: |
| - n<1K |
| configs: |
| - config_name: chart |
| data_files: |
| - split: test |
| path: data/chart.jsonl |
| - config_name: table |
| data_files: |
| - split: test |
| path: data/table.jsonl |
| - config_name: visual_search |
| data_files: |
| - split: test |
| path: data/visual_search.jsonl |
| - config_name: gui_grounding |
| data_files: |
| - split: test |
| path: data/gui_grounding.jsonl |
| - config_name: web_to_html |
| data_files: |
| - split: test |
| path: data/web_to_html.jsonl |
| --- |
| |
| # OpenVisTool-Bench |
|
|
| OpenVisTool-Bench is a 559-example, five-domain benchmark for visual agents |
| that can call inspection and editing tools. All five configurations use the |
| `test` split. |
|
|
| ## Configurations |
|
|
| | Configuration | Domain | Items | Metadata | |
| |---|---|---:|---| |
| | `chart` | Chart reasoning | 110 | `data/chart.jsonl` | |
| | `table` | Table reasoning | 126 | `data/table.jsonl` | |
| | `visual_search` | Fine-grained visual search | 106 | `data/visual_search.jsonl` | |
| | `gui_grounding` | GUI grounding | 117 | `data/gui_grounding.jsonl` | |
| | `web_to_html` | Web-to-HTML generation | 100 | `data/web_to_html.jsonl` | |
|
|
| The `visual_search` and `web_to_html` configurations are direct subsets of |
| existing public datasets, not newly authored evaluation data. Specifically, |
| all 106 Visual Search examples come from |
| [VisualProbe_Hard](https://huggingface.co/datasets/Mini-o3/VisualProbe_Hard), and all 100 Web-to-HTML tasks |
| come from the `Vision2Web-webpage` portion of |
| [Vision2Web](https://huggingface.co/datasets/zai-org/Vision2Web). |
|
|
| The metadata uses the layout consumed by the accompanying OpenVisTool |
| evaluation code. Every image path resolves as |
| `data/images/<source_dataset>/<images[i]>`. Each Web-to-HTML task also includes |
| its resource directory and `workflow.json` under the same source-dataset root. |
|
|
| ## Source composition |
|
|
| | Configuration | Upstream source | Items | |
| |---|---|---:| |
| | `chart` | [CharXiv](https://huggingface.co/datasets/princeton-nlp/CharXiv) | 55 | |
| | `chart` | [ChartMuseum](https://huggingface.co/datasets/lytang/ChartMuseum) | 55 | |
| | `table` | [MMT-Bench](https://huggingface.co/datasets/Kaining/MMT-Bench) | 112 | |
| | `table` | [TableVQA-Bench](https://github.com/naver-ai/tablevqabench) | 14 | |
| | `visual_search` | [VisualProbe_Hard](https://mini-o3.github.io/) | 106 | |
| | `gui_grounding` | [ScreenSpot-Pro](https://huggingface.co/datasets/likaixin/ScreenSpot-Pro) | 117 | |
| | `web_to_html` | [Vision2Web-webpage](https://huggingface.co/datasets/zai-org/Vision2Web) | 100 | |
|
|
| The `source_dataset` field preserves the source label for every example. |
|
|
| ## Upstream source and license review |
|
|
| | Source label | Canonical source | License | |
| |---|---|---| |
| | `CharXiv` | https://huggingface.co/datasets/princeton-nlp/CharXiv | CC BY-SA 4.0 | |
| | `ChartMuseum` | https://huggingface.co/datasets/lytang/ChartMuseum | CC BY-SA 4.0 | |
| | `MMTBench` | https://huggingface.co/datasets/Kaining/MMT-Bench | MIT | |
| | `TableVQA-Bench` | https://github.com/naver-ai/tablevqabench | MIT | |
| | `VisualProbe_Hard` | https://mini-o3.github.io/ | CC BY-NC 4.0 | |
| | `ScreenSpot-Pro` | https://huggingface.co/datasets/likaixin/ScreenSpot-Pro | MIT | |
| | `Vision2Web-webpage` | https://huggingface.co/datasets/zai-org/Vision2Web | CC BY-NC-SA 4.0 | |
