# Static Spatial Reasoning on STI-Bench Static

Source: [Static Spatial Reasoning on STI-Bench Static](<https://www.sota2.com/research/sota/static-spatial-reasoning-on-sti-bench-static>)

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

Data updated: 2026-06-11T10:26:31.728Z

Evaluation of model performance on the STI-Bench Static dataset, specifically focusing on Static Spatial Reasoning capabilities.

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 | Static Spatial Reasoning |
| Dataset (including any stated split) | STI-Bench Static |
| Metric | Avg. Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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

- [Avg. Score](<https://www.sota2.com/research/sota/static-spatial-reasoning-on-sti-bench-static.md?metric=Avg.%20Score>): Higher is better; unit: PERCENT.

- [Dimensional Measurement Score](<https://www.sota2.com/research/sota/static-spatial-reasoning-on-sti-bench-static.md?metric=Dimensional%20Measurement%20Score>): Higher is better; unit: PERCENT.

- [Spatial Relation Score](<https://www.sota2.com/research/sota/static-spatial-reasoning-on-sti-bench-static.md?metric=Spatial%20Relation%20Score>): Higher is better; unit: PERCENT.

- [3D Video Grounding Score](<https://www.sota2.com/research/sota/static-spatial-reasoning-on-sti-bench-static.md?metric=3D%20Video%20Grounding%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Avg. Score | Result date | Report paper |
| --- | --- | --- | --- |
| Gemini-2.5-Pro | 37.1 | Not recorded | 6a2a4136d33dfb23e783943e |
| Claude-3.7-Sonnet | 37 | Not recorded | 6a2a4136d33dfb23e783943e |
| Gemini-2.0-Flash | 36.9 | Not recorded | 6a2a4136d33dfb23e783943e |
| ReRe | 34.8 | Not recorded | 6a2a4136d33dfb23e783943e |
| ReRe | 34.4 | Not recorded | 6a2a4136d33dfb23e783943e |
| INTERNVL2.5-8B | 32.1 | Not recorded | 6a2a4136d33dfb23e783943e |
| GPT-4o | 31 | Not recorded | 6a2a4136d33dfb23e783943e |
| ReRe | 30.9 | Not recorded | 6a2a4136d33dfb23e783943e |
| ReRe | 30.6 | Not recorded | 6a2a4136d33dfb23e783943e |
| INTERNVL2.5-4B | 30.5 | Not recorded | 6a2a4136d33dfb23e783943e |
| ReRe | 30.2 | Not recorded | 6a2a4136d33dfb23e783943e |
| QWEN3-VL-4B | 29.7 | Not recorded | 6a2a4136d33dfb23e783943e |
| QWEN3-VL-8B | 27.9 | Not recorded | 6a2a4136d33dfb23e783943e |
| ReRe | 27.8 | Not recorded | 6a2a4136d33dfb23e783943e |
| ReRe | 26.7 | Not recorded | 6a2a4136d33dfb23e783943e |
| INTERNVL3-8B | 24.5 | Not recorded | 6a2a4136d33dfb23e783943e |
| INTERNVL3-2B | 22.6 | Not recorded | 6a2a4136d33dfb23e783943e |
| QWEN3-VL-2B | 22.2 | Not recorded | 6a2a4136d33dfb23e783943e |

### Gemini-2.5-Pro

Avg. Score: 37.1. Result ID: 6a2a8c84fbc373592c285974.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4136d33dfb23e783943e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76361e209131cea6be11.md>)

Recorded evaluation configuration: {"Type":"Proprietary Model (API)"}. This record does not assert independent reproduction.

### Claude-3.7-Sonnet

Avg. Score: 37. Result ID: 6a2a8c84fbc373592c285972.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4136d33dfb23e783943e.md>)

Recorded evaluation configuration: {"Type":"Proprietary Model (API)"}. This record does not assert independent reproduction.

### Gemini-2.0-Flash

Avg. Score: 36.9. Result ID: 6a2a8c84fbc373592c285973.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4136d33dfb23e783943e.md>)

Recorded evaluation configuration: {"Type":"Proprietary Model (API)"}. This record does not assert independent reproduction.

### ReRe

Avg. Score: 34.8. Result ID: 6a2a8c84fbc373592c28597e.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4136d33dfb23e783943e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2a4136d33dfb23e783943e.md>)

Recorded evaluation configuration: {"Backbone":"INTERNVL2.5-8B"}. This record does not assert independent reproduction.

### ReRe

Avg. Score: 34.4. Result ID: 6a2a8c84fbc373592c285978.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4136d33dfb23e783943e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2a4136d33dfb23e783943e.md>)

Recorded evaluation configuration: {"Backbone":"QWEN3-VL-4B"}. This record does not assert independent reproduction.

### INTERNVL2.5-8B

Avg. Score: 32.1. Result ID: 6a2a8c84fbc373592c28597d.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4136d33dfb23e783943e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bab1e209131cea89c7f.md>)

[Implementation](<https://github.com/OpenGVLab/InternVL>)

Recorded evaluation configuration: {"Framework":"Baseline"}. This record does not assert independent reproduction.

### GPT-4o

Avg. Score: 31. Result ID: 6a2a8c84fbc373592c285971.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4136d33dfb23e783943e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75681e209131cea67a98.md>)

Recorded evaluation configuration: {"Type":"Proprietary Model (API)"}. This record does not assert independent reproduction.

### ReRe

Avg. Score: 30.9. Result ID: 6a2a8c84fbc373592c28597a.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4136d33dfb23e783943e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2a4136d33dfb23e783943e.md>)

Recorded evaluation configuration: {"Backbone":"QWEN3-VL-8B"}. This record does not assert independent reproduction.

### ReRe

Avg. Score: 30.6. Result ID: 6a2a8c84fbc373592c28597c.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4136d33dfb23e783943e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2a4136d33dfb23e783943e.md>)

Recorded evaluation configuration: {"Backbone":"INTERNVL2.5-4B"}. This record does not assert independent reproduction.

### INTERNVL2.5-4B

Avg. Score: 30.5. Result ID: 6a2a8c84fbc373592c28597b.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4136d33dfb23e783943e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bab1e209131cea89c7f.md>)

[Implementation](<https://github.com/OpenGVLab/InternVL>)

Recorded evaluation configuration: {"Framework":"Baseline"}. This record does not assert independent reproduction.

### ReRe

Avg. Score: 30.2. Result ID: 6a2a8c84fbc373592c285976.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4136d33dfb23e783943e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2a4136d33dfb23e783943e.md>)

Recorded evaluation configuration: {"Backbone":"QWEN3-VL-2B"}. This record does not assert independent reproduction.

### QWEN3-VL-4B

Avg. Score: 29.7. Result ID: 6a2a8c84fbc373592c285977.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4136d33dfb23e783943e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6927db54d6b0dd3342930f66.md>)

Recorded evaluation configuration: {"Framework":"Baseline"}. This record does not assert independent reproduction.

### QWEN3-VL-8B

Avg. Score: 27.9. Result ID: 6a2a8c84fbc373592c285979.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4136d33dfb23e783943e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6927db54d6b0dd3342930f66.md>)

Recorded evaluation configuration: {"Framework":"Baseline"}. This record does not assert independent reproduction.

### ReRe

Avg. Score: 27.8. Result ID: 6a2a8c84fbc373592c285982.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4136d33dfb23e783943e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2a4136d33dfb23e783943e.md>)

Recorded evaluation configuration: {"Backbone":"INTERNVL3-8B"}. This record does not assert independent reproduction.

### ReRe

Avg. Score: 26.7. Result ID: 6a2a8c84fbc373592c285980.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4136d33dfb23e783943e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2a4136d33dfb23e783943e.md>)

Recorded evaluation configuration: {"Backbone":"INTERNVL3-2B"}. This record does not assert independent reproduction.

### INTERNVL3-8B

Avg. Score: 24.5. Result ID: 6a2a8c84fbc373592c285981.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4136d33dfb23e783943e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78241e209131cea76fa5.md>)

Recorded evaluation configuration: {"Framework":"Baseline"}. This record does not assert independent reproduction.

### INTERNVL3-2B

Avg. Score: 22.6. Result ID: 6a2a8c84fbc373592c28597f.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4136d33dfb23e783943e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78241e209131cea76fa5.md>)

Recorded evaluation configuration: {"Framework":"Baseline"}. This record does not assert independent reproduction.

### QWEN3-VL-2B

Avg. Score: 22.2. Result ID: 6a2a8c84fbc373592c285975.

[Reporting paper](<https://www.sota2.com/research/paper/6a2a4136d33dfb23e783943e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6927db54d6b0dd3342930f66.md>)

Recorded evaluation configuration: {"Framework":"Baseline"}. This record does not assert independent reproduction.

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