VSI-Train-10k is an in-distribution training dataset of 10,000 question-answer pairs for visual-spatial intelligence tasks from egocentric video. This dataset accompanies the VSI-Bench test set and is introduced in our paper: Benchmark Designers Should "Train on the Test Set" to Expose Exploitable Non-Visual Shortcuts.