Why Far Looks Up: Probing Spatial Representation in Vision-Language Models
Paper • 2605.30161 • Published • 1
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1 | "iVBORw0KGgoAAAANSUhEUgAAAgAAAAIACAYAAAD0eNT6AAAAAXNSR0IDN8dNUwAAAARnQU1BAACxjwv8YQUAAAAgY0hSTQAAeiY(...TRUNCATED) | From your viewpoint, does the red sphere appear larger or smaller than the green sphere? | smaller |
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3 | "iVBORw0KGgoAAAANSUhEUgAAAgAAAAIACAYAAAD0eNT6AAAAAXNSR0IDN8dNUwAAAARnQU1BAACxjwv8YQUAAAAgY0hSTQAAeiY(...TRUNCATED) | From your viewpoint, does the red sphere appear larger or smaller than the green sphere? | smaller |
4 | "iVBORw0KGgoAAAANSUhEUgAAAgAAAAIACAYAAAD0eNT6AAAAAXNSR0IDN8dNUwAAAARnQU1BAACxjwv8YQUAAAAgY0hSTQAAeiY(...TRUNCATED) | From your viewpoint, does the red sphere appear larger or smaller than the green sphere? | smaller |
5 | "iVBORw0KGgoAAAANSUhEUgAAAgAAAAIACAYAAAD0eNT6AAAAAXNSR0IDN8dNUwAAAARnQU1BAACxjwv8YQUAAAAgY0hSTQAAeiY(...TRUNCATED) | From your viewpoint, does the red sphere appear larger or smaller than the green sphere? | smaller |
6 | "iVBORw0KGgoAAAANSUhEUgAAAgAAAAIACAYAAAD0eNT6AAAAAXNSR0IDN8dNUwAAAARnQU1BAACxjwv8YQUAAAAgY0hSTQAAeiY(...TRUNCATED) | From your viewpoint, does the red sphere appear larger or smaller than the green sphere? | smaller |
7 | "iVBORw0KGgoAAAANSUhEUgAAAgAAAAIACAYAAAD0eNT6AAAAAXNSR0IDN8dNUwAAAARnQU1BAACxjwv8YQUAAAAgY0hSTQAAeiY(...TRUNCATED) | From your viewpoint, does the red sphere appear larger or smaller than the green sphere? | smaller |
8 | "iVBORw0KGgoAAAANSUhEUgAAAgAAAAIACAYAAAD0eNT6AAAAAXNSR0IDN8dNUwAAAARnQU1BAACxjwv8YQUAAAAgY0hSTQAAeiY(...TRUNCATED) | From your viewpoint, does the red sphere appear larger or smaller than the green sphere? | smaller |
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SpatialTunnel is a Blender-rendered diagnostic dataset for studying how vision-language models represent spatial relations internally. It was introduced in Why Far Looks Up: Probing Spatial Representation in Vision-Language Models (arXiv:2605.30161).
Related resources:
| Config | File | Rows | Description |
|---|---|---|---|
size_variation |
size_variation.tsv |
1,100 | Apparent-size questions under controlled object-size variation. |
phase_variation |
phase_variation.tsv |
3,072 | Distance questions with controlled angular-position variation. |
contrastive_probing |
contrastive_probing.tsv |
1,200 | Balanced spatial-relation questions for contrastive probing. |
All configs are tab-separated files with the same columns:
| Column | Description |
|---|---|
index |
Row index within the selected config. |
image |
Base64-encoded PNG image. |
question |
Spatial question to ask the model. |
answer |
Ground-truth answer for the row. |
If you use this dataset, please cite our paper.
@article{min2026whyfarlooksup,
title = {Why Far Looks Up: Probing Spatial Representation in Vision-Language Models},
author = {Min, Cheolhong and Jung, Jaeyun and Lee, Daeun and Jeon, Hyeonseong and
Su, Yu and Tremblay, Jonathan and Song, Chan Hee and Park, Jaesik},
journal = {arXiv preprint arXiv:2605.30161},
year = {2026},
}