| --- |
| license: cc-by-4.0 |
| task_categories: |
| - visual-question-answering |
| language: |
| - en |
| tags: |
| - vision-language |
| - compositionality |
| - action-object-binding |
| - benchmark |
| pretty_name: GameBind |
| size_categories: |
| - 1K<n<10K |
| --- |
| |
| # GameBind |
|
|
| Data for **GameBind**, a controlled benchmark that measures whether a vision-language |
| model binds an action to the correct object. It separates three abilities a single |
| accuracy number blends together: recognizing the object, recognizing the action, and |
| binding the action to the correct object, and reports the binding-gap diagnostic |
| `min(Acc_object, Acc_action) - Acc_binding`. |
|
|
| This is an anonymous release accompanying a paper under review. |
|
|
| ## Subsets |
|
|
| - **gamebind/** — main 2D release: 1000 procedurally generated BabyAI- and |
| Crafter-style clips, 9668 questions. Includes the rendered keyframes and clips we |
| generated, plus `clips.json`, `qa.json`, `summary.json`. |
| - **gamebind_difficulty/** — distractor-count sweep (single keyframe), matched |
| multiple-choice probes. |
| - **gamebind_difficulty_video/** — the same sweep rendered as short videos, so the |
| action is depicted. |
| - **gamebind_real/** — real-photograph probe built from V-COCO human-object |
| interactions. **Metadata only** (`clips.json`, `qa.json`): each clip references a |
| COCO 2014 `image_id`. Fetch the images from COCO |
| (`http://images.cocodataset.org/val2014/COCO_val2014_{image_id:012d}.jpg`); they are |
| not redistributed here. |
| - **gamebind_alfred/** — ALFRED 3D keyframe pilot. **Metadata only**: images come |
| from the ALFRED dataset and are not redistributed here. |
| |
| ## Question format |
| |
| Each entry in `qa.json` has a `qa_type` (`object`, `action`, `binding`, `object_mc`, |
| `action_mc`, `binding_mc`, `minimal_pair`, `distractor`, `perception`), the question, |
| the gold `answer`, and (for multiple choice) the `choices`. Clips in `clips.json` |
| carry the domain, action, object, distractors, and frame or video paths. |
| |
| ## Licensing and attribution |
| |
| The GameBind annotations and the synthetic BabyAI/Crafter-style renders in this |
| repository are released under CC-BY-4.0. The `gamebind_real` subset contains only |
| annotations that reference COCO images (via V-COCO); the COCO photographs themselves |
| are not included and remain under their original licenses. The `gamebind_alfred` |
| subset contains only metadata derived from the ALFRED dataset. Please cite COCO, |
| V-COCO, and ALFRED if you use those subsets. |
| |
