# Visual Spatial Reasoning on VSR (ZOOM-Easy)

Source: [Visual Spatial Reasoning on VSR (ZOOM-Easy)](<https://www.sota2.com/research/sota/visual-spatial-reasoning-on-vsr-zoom-easy>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-05-28T08:21:47.699Z

Evaluation of model performance on the ZOOM-Easy subset of the VSR dataset for Visual Spatial Reasoning, measured by GPT Accuracy and Incremental Accuracy.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Visual Spatial Reasoning |
| Dataset (including any stated split) | VSR (ZOOM-Easy) |
| Metric | GPT Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [GPT Accuracy](<https://www.sota2.com/research/sota/visual-spatial-reasoning-on-vsr-zoom-easy.md?metric=GPT%20Accuracy>): Higher is better; unit: PERCENT.

- [Incremental Accuracy](<https://www.sota2.com/research/sota/visual-spatial-reasoning-on-vsr-zoom-easy.md?metric=Incremental%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | GPT Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Mags-RL | 73.09 | Not recorded | 6a17cbf6dbd7150506f8119e |
| Zoom-Refine | 68.14 | Not recorded | 6a17cbf6dbd7150506f8119e |
| One-shot ICL | 63.02 | Not recorded | 6a17cbf6dbd7150506f8119e |
| Chain-of-Thought | 61.55 | Not recorded | 6a17cbf6dbd7150506f8119e |
| GRIT | 55.56 | Not recorded | 6a17cbf6dbd7150506f8119e |
| Direct Query | 54.34 | Not recorded | 6a17cbf6dbd7150506f8119e |

### Mags-RL

GPT Accuracy: 73.09. Result ID: 6a17faeafbc373592c11a930.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cbf6dbd7150506f8119e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cbf6dbd7150506f8119e.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Zoom-Refine

GPT Accuracy: 68.14. Result ID: 6a17faeafbc373592c11a92e.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cbf6dbd7150506f8119e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a8d1e209131cea83dde.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### One-shot ICL

GPT Accuracy: 63.02. Result ID: 6a17faeafbc373592c11a92d.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cbf6dbd7150506f8119e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa680c1e209131cea19d53.md>)

[Implementation](<https://github.com/openai/gpt-3/blob/master/overlap_frequency.md>)

Recorded evaluation configuration: {"ICL shots":"1"}. This record does not assert independent reproduction.

### Chain-of-Thought

GPT Accuracy: 61.55. Result ID: 6a17faeafbc373592c11a92c.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cbf6dbd7150506f8119e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f27b.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GRIT

GPT Accuracy: 55.56. Result ID: 6a17faeafbc373592c11a92f.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cbf6dbd7150506f8119e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78bd1e209131cea7a2a3.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Direct Query

GPT Accuracy: 54.34. Result ID: 6a17faeafbc373592c11a92b.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cbf6dbd7150506f8119e.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
