# Multi-view Spatial Reasoning on MMSI (Granular Metrics) Source: [Multi-view Spatial Reasoning on MMSI (Granular Metrics)]() Collection index: [llms.txt]() Data updated: 2026-06-23T11:15:04.500Z Evaluation of model performance on the MMSI dataset for Multi-view Spatial Reasoning, reporting scores across Overall, Positional, Motion, Attribute, and MSR categories. 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 | Multi-view Spatial Reasoning | | Dataset (including any stated split) | MMSI | | Metric | Overall Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [Overall Score](): Higher is better; unit: SCALAR. - [Positional Score](): Higher is better; unit: SCALAR. - [Motion Score](): Higher is better; unit: SCALAR. - [Attribute Score](): Higher is better; unit: SCALAR. - [MSR Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | Overall Score | Result date | Report paper | | --- | --- | --- | --- | | SATURN | 48.77 | Not recorded | 6a3a1363206542251d7c7413 | | GCA | 41.9 | Not recorded | 6a3a1363206542251d7c7413 | | pySpatial | 37.32 | Not recorded | 6a3a1363206542251d7c7413 | | Gemini-2.5-Pro | 36.9 | Not recorded | 6a3a1363206542251d7c7413 | | GLM-4.5V | 33.8 | Not recorded | 6a3a1363206542251d7c7413 | | Qwen3-VL-235B-Thinking | 32.6 | Not recorded | 6a3a1363206542251d7c7413 | | Qwen3-VL-8B-Instruct | 29.4 | Not recorded | 6a3a1363206542251d7c7413 | | TIGeR | 27.8 | Not recorded | 6a3a1363206542251d7c7413 | | SpaceThinker-3B | 27.6 | Not recorded | 6a3a1363206542251d7c7413 | | SpaceQwen2.5-VL-3B | 27.1 | Not recorded | 6a3a1363206542251d7c7413 | | Cosmos-Reason1-7B | 26.9 | Not recorded | 6a3a1363206542251d7c7413 | | SpaceOm | 26.6 | Not recorded | 6a3a1363206542251d7c7413 | ### SATURN Overall Score: 48.77. Result ID: 6a3a6aa4fbc373592c379a9b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCA Overall Score: 41.9. Result ID: 6a3a6aa4fbc373592c379a99. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Data Source":"Reproduced"}. This record does not assert independent reproduction. ### pySpatial Overall Score: 37.32. Result ID: 6a3a6aa4fbc373592c379a9a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Source":"Paper-reported"}. This record does not assert independent reproduction. ### Gemini-2.5-Pro Overall Score: 36.9. Result ID: 6a3a6aa4fbc373592c379a93. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GLM-4.5V Overall Score: 33.8. Result ID: 6a3a6aa4fbc373592c379a92. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen3-VL-235B-Thinking Overall Score: 32.6. Result ID: 6a3a6aa4fbc373592c379a91. [Reporting paper]() Recorded evaluation configuration: {"Mode":"Thinking"}. This record does not assert independent reproduction. ### Qwen3-VL-8B-Instruct Overall Score: 29.4. Result ID: 6a3a6aa4fbc373592c379a90. [Reporting paper]() Recorded evaluation configuration: {"Mode":"Instruct"}. This record does not assert independent reproduction. ### TIGeR Overall Score: 27.8. Result ID: 6a3a6aa4fbc373592c379a98. [Reporting paper]() Recorded evaluation configuration: {"Data Source":"Paper-reported"}. This record does not assert independent reproduction. ### SpaceThinker-3B Overall Score: 27.6. Result ID: 6a3a6aa4fbc373592c379a96. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SpaceQwen2.5-VL-3B Overall Score: 27.1. Result ID: 6a3a6aa4fbc373592c379a94. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Cosmos-Reason1-7B Overall Score: 26.9. Result ID: 6a3a6aa4fbc373592c379a97. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SpaceOm Overall Score: 26.6. Result ID: 6a3a6aa4fbc373592c379a95. [Reporting paper]() 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.