# Dataset Adapter Notes The artifact supports small local subsets. It does not bundle restricted dataset media. ## YouCook2 - Expected media: `data/raw/youcook2/videos/*.mp4` - Optional annotations: `data/raw/youcook2/annotations.json` or `annotations.csv` - Useful labels: cooking action, food object, chopping/cutting, recipe step captions. ## AVE - Expected media: `data/raw/ave/videos/*.mp4` - Optional annotations: `data/raw/ave/annotations.json` or `annotations.csv` - Useful labels: visible event and aligned event sound. ## AVA ActiveSpeaker - Expected media: `data/raw/ava_active_speaker/videos/*.mp4` - Optional annotations: `data/raw/ava_active_speaker/labels.json` or `labels.csv` - Useful labels: active speaker, visible face/person, speech. ## TVQA - Expected media: `data/raw/tvqa/videos/*.mp4` - Optional subtitles: `data/raw/tvqa/subtitles/*.srt` or JSON annotations. - Useful labels: subtitle speech and visible speaking/action context. ## ActivityNet Captions - Expected media: `data/raw/activitynet_captions/videos/*.mp4` - Optional annotations: `data/raw/activitynet_captions/captions.json` - Useful labels: captioned actions and scene/event windows. When these files are absent, `make smoke` and `make run-small` use the generated fixture in `data/fixtures/`. The fixture is documented as test-only in each clip metadata record.