--- license: other task_categories: - video-text-to-text - question-answering language: - en tags: - video - long-video - memory size_categories: - n<1K --- # VMemArena Open-ended QA benchmark for **long-video memory**. 1000 questions over 561 videos (680 h of footage). Every question is free-form: there are no options to choose from. ## Files | file | contents | |---|---| | `vmemarena.json` | 561 video entries, each with its questions | | `videos.jsonl` | per-video metadata (duration, fps, resolution, codec, size) | | `videos/` | 561 `.mp4` files, named by `video_id` | ## Schema ```jsonc // vmemarena.json — a list of video entries { "video_id": "JmTtREhkJsA", "video_file": "videos/JmTtREhkJsA.mp4", "duration_s": 2139.97, "fps": 25.0, "has_audio": true, "questions": [ { "qid": "CG-Bench:5477", "text": "How many people were left on the purple team when ...", "gt": "Four people.", "time_bin": "T1", // retention span, T1 < T2 < T3 < T4 "capability": "state_update", // memory capability probed "scene_type": "multi_entity", // visual scene character "source_dataset": "CG-Bench" } ] } ``` ## The three axes **Retention span** (`time_bin`) is balanced by construction — 250 questions each. | axis | values | |---|---| | `time_bin` | T1 250 · T2 250 · T3 250 · T4 250 | | `capability` | evidence_composition 254 · attribute_recall 253 · entity_tracking 251 · temporal_spatial_relation 186 · state_update 56 | | `scene_type` | multi_entity 380 · text_rich 275 · interaction_rich 218 · state_changing 127 | `capability` and `scene_type` are reported rather than enforced: they reflect what the sources contain. `state_update` is supply-limited at 56 questions — treat per-class accuracy on it with the corresponding error bar, not as a headline number. ## Notes on video_id `video_id` is usually the source platform's id, with two exceptions that keep ids unique: - `__` — a clip, not the full video (17 files). - `__` — the same platform id was collected independently by two source datasets and the two files genuinely differ, e.g. `OFbyNU6UQQs__ScaleLong` has no audio track while `OFbyNU6UQQs__VideoOdyssey` does. They count as two videos. ## Provenance Questions carry `source_dataset`. The 17 `StreamArena-HR` questions passed a separate audit from the other 983; the two review pipelines were never calibrated against each other, so filter on `source_dataset` if that matters for your analysis. Videos belong to their original publishers and are redistributed here for internal evaluation only.