# Spatial Reasoning QA on SAT-Real

Source: [Spatial Reasoning QA on SAT-Real](<https://www.sota2.com/research/sota/spatial-reasoning-qa-on-sat-real>)

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

Data updated: 2026-05-13T08:03:46.424Z

Evaluation of Spatial Reasoning Question Answering performance on the SAT-Real dataset, reporting average accuracy and specific sub-metrics including Entity Match (EM), Object Match (OM), Action (EA), Goal Aim (GA), and Perspective (Pers).

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 | Spatial Reasoning QA |
| Dataset (including any stated split) | SAT-Real |
| Metric | Average Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [Average Accuracy](<https://www.sota2.com/research/sota/spatial-reasoning-qa-on-sat-real.md?metric=Average%20Accuracy>): Higher is better; unit: PERCENT.

- [Entity Match (EM)](<https://www.sota2.com/research/sota/spatial-reasoning-qa-on-sat-real.md?metric=Entity%20Match%20(EM)>): Higher is better; unit: PERCENT.

- [Object Match (OM)](<https://www.sota2.com/research/sota/spatial-reasoning-qa-on-sat-real.md?metric=Object%20Match%20(OM)>): Higher is better; unit: PERCENT.

- [Entity Action (EA)](<https://www.sota2.com/research/sota/spatial-reasoning-qa-on-sat-real.md?metric=Entity%20Action%20(EA)>): Higher is better; unit: PERCENT.

- [Goal Aim (GA)](<https://www.sota2.com/research/sota/spatial-reasoning-qa-on-sat-real.md?metric=Goal%20Aim%20(GA)>): Higher is better; unit: PERCENT.

- [Perspective (Pers)](<https://www.sota2.com/research/sota/spatial-reasoning-qa-on-sat-real.md?metric=Perspective%20(Pers)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Average Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Gemini-3.0 + 3D Belief | 88.7 | Not recorded | 6a0405b6dbc836b87d827683 |
| Gemini-3.0 + SWM | 86.7 | Not recorded | 6a0405b6dbc836b87d827683 |
| Gemini-3.0 + SVC | 86 | Not recorded | 6a0405b6dbc836b87d827683 |
| Gemini-3.0 | 85.3 | Not recorded | 6a0405b6dbc836b87d827683 |

### Gemini-3.0 + 3D Belief

Average Accuracy: 88.7. Result ID: 6a042ffd47f34ce924e9eb2e.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405b6dbc836b87d827683.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0405b6dbc836b87d827683.md>)

Recorded evaluation configuration: {"Models":"Gemini-3.0 + 3D Belief"}. This record does not assert independent reproduction.

### Gemini-3.0 + SWM

Average Accuracy: 86.7. Result ID: 6a042ffd47f34ce924e9eb2c.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405b6dbc836b87d827683.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c311e209131cea8cef5.md>)

Recorded evaluation configuration: {"Models":"Gemini-3.0 + SWM"}. This record does not assert independent reproduction.

### Gemini-3.0 + SVC

Average Accuracy: 86. Result ID: 6a042ffd47f34ce924e9eb2d.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405b6dbc836b87d827683.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c311e209131cea8cef5.md>)

Recorded evaluation configuration: {"Models":"Gemini-3.0 + SVC"}. This record does not assert independent reproduction.

### Gemini-3.0

Average Accuracy: 85.3. Result ID: 6a042ffd47f34ce924e9eb2b.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405b6dbc836b87d827683.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c311e209131cea8cef5.md>)

Recorded evaluation configuration: {"Models":"Gemini-3.0"}. This record does not assert independent reproduction.

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