# nuReasoning

From the catalogue. Listed by one researcher from one source page.

- id: `nureasoning`
- kind: language and reasoning annotation
- robot or device: Motional fleet, multi-camera, lidar, HD map (class: vehicle)
- how collected: fleet mining, human-verified reasoning labels
- size as stated: 20,000 clips of 20 s, over 105 h, 247,000 annotations
- hours: 105 | hours only claimed: none | episodes: not stated
- year: 2026
- organisation: Motional / UCLA Mobility Lab
- licence: other (see card) (class: unclear)
- access: gated (class: gated)
- link (dataset): https://huggingface.co/datasets/nureasoning/nuReasoning
- Hugging Face repository: `nureasoning/nuReasoning`, 38,634 downloads in 30 days, https://huggingface.co/datasets/nureasoning/nuReasoning
- note: Released Sep 2026 with ECCV challenge; 1,000 test clips withheld.

## Copies and ports on the Hugging Face Hub

Uploads whose name carries this dataset's name, most downloaded first. Each has its own licence, which can differ from the original's.

| repository | robot | class | kind | episodes | hours | licence | downloads (30 d) |
|---|---|---|---|---|---|---|---|
| [qixuewei/nuReasoning_mini](https://datasets.gurasees.com/datasets/qixuewei/nuReasoning_mini.md) | not stated | other | other |  |  | custom terms | 13,308 |

Confirm the licence at the link before relying on it.