# Real-world cross-view spatial reasoning on OmniSpatial Source: [Real-world cross-view spatial reasoning on OmniSpatial]() Collection index: [llms.txt]() Data updated: 2026-05-27T10:21:13.030Z Evaluation of model performance on the OmniSpatial dataset, specifically testing Real-world cross-view spatial reasoning capabilities, measured by CL, PT, and Perspective scores. 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 | Real-world cross-view spatial reasoning | | Dataset (including any stated split) | OmniSpatial | | Metric | CL Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 - [CL Score](): Higher is better; unit: SCALAR. - [PT Score](): Higher is better; unit: SCALAR. - [Perspective Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | CL Score | Result date | Report paper | | --- | --- | --- | --- | | Panoramic + VDrop | 38.9 | Not recorded | 6a167ad9dbd7150506f802fe | | ThinkMorph (24K) | 33.7 | Not recorded | 6a167ad9dbd7150506f802fe | | Point Matching + VDrop | 33.7 | Not recorded | 6a167ad9dbd7150506f802fe | | Panoramic | 32.9 | Not recorded | 6a167ad9dbd7150506f802fe | | Top-down + VDrop | 32.5 | Not recorded | 6a167ad9dbd7150506f802fe | | Top-down | 31.4 | Not recorded | 6a167ad9dbd7150506f802fe | | BAGEL | 31.1 | Not recorded | 6a167ad9dbd7150506f802fe | | Point Matching | 31 | Not recorded | 6a167ad9dbd7150506f802fe | | No-Think | 30.2 | Not recorded | 6a167ad9dbd7150506f802fe | | Text CoT | 29.4 | Not recorded | 6a167ad9dbd7150506f802fe | | BAGEL-Zebra-CoT (182K) | 29 | Not recorded | 6a167ad9dbd7150506f802fe | | Qwen3-VL-4B | 28.6 | Not recorded | 6a167ad9dbd7150506f802fe | | Qwen3-VL-8B | 25.4 | Not recorded | 6a167ad9dbd7150506f802fe | ### Panoramic + VDrop CL Score: 38.9. Result ID: 6a16c560fbc373592c108b67. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VDrop":"✓"}. This record does not assert independent reproduction. ### ThinkMorph (24K) CL Score: 33.7. Result ID: 6a16c560fbc373592c108b63. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"VDrop":"✗"}. This record does not assert independent reproduction. ### Point Matching + VDrop CL Score: 33.7. Result ID: 6a16c560fbc373592c108b69. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VDrop":"✓"}. This record does not assert independent reproduction. ### Panoramic CL Score: 32.9. Result ID: 6a16c560fbc373592c108b66. [Reporting paper]() Recorded evaluation configuration: {"VDrop":"✗"}. This record does not assert independent reproduction. ### Top-down + VDrop CL Score: 32.5. Result ID: 6a16c560fbc373592c108b6b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VDrop":"✓"}. This record does not assert independent reproduction. ### Top-down CL Score: 31.4. Result ID: 6a16c560fbc373592c108b6a. [Reporting paper]() Recorded evaluation configuration: {"VDrop":"✗"}. This record does not assert independent reproduction. ### BAGEL CL Score: 31.1. Result ID: 6a16c560fbc373592c108b61. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"VDrop":"✗"}. This record does not assert independent reproduction. ### Point Matching CL Score: 31. Result ID: 6a16c560fbc373592c108b68. [Reporting paper]() Recorded evaluation configuration: {"VDrop":"✗"}. This record does not assert independent reproduction. ### No-Think CL Score: 30.2. Result ID: 6a16c560fbc373592c108b64. [Reporting paper]() Recorded evaluation configuration: {"VDrop":"✗"}. This record does not assert independent reproduction. ### Text CoT CL Score: 29.4. Result ID: 6a16c560fbc373592c108b65. [Reporting paper]() Recorded evaluation configuration: {"VDrop":"✗"}. This record does not assert independent reproduction. ### BAGEL-Zebra-CoT (182K) CL Score: 29. Result ID: 6a16c560fbc373592c108b62. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VDrop":"✗"}. This record does not assert independent reproduction. ### Qwen3-VL-4B CL Score: 28.6. Result ID: 6a16c560fbc373592c108b5f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VDrop":"✗"}. This record does not assert independent reproduction. ### Qwen3-VL-8B CL Score: 25.4. Result ID: 6a16c560fbc373592c108b60. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VDrop":"✗"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.