# Cross-view spatial reasoning on COSMIC in-domain Source: [Cross-view spatial reasoning on COSMIC in-domain]() Collection index: [llms.txt]() Data updated: 2026-05-27T10:21:12.962Z Evaluation of model performance on the COSMIC in-domain dataset, focusing on cross-view spatial reasoning capabilities, measured by metrics like Anchor, Count, and Relative Distance/Direction. 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 | Cross-view spatial reasoning | | Dataset (including any stated split) | COSMIC in-domain | | Metric | Anchor | | Unit | PERCENT | | 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 - [Anchor](): Higher is better; unit: PERCENT. - [Count Accuracy](): Higher is better; unit: PERCENT. - [Relative Distance Accuracy](): Higher is better; unit: PERCENT. - [Relative Direction Accuracy](): Higher is better; unit: PERCENT. - [Average Instance Detection Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Anchor | Result date | Report paper | | --- | --- | --- | --- | | Top-down + VDrop | 94.4 | Not recorded | 6a167ad9dbd7150506f802fe | | Panoramic | 93.6 | Not recorded | 6a167ad9dbd7150506f802fe | | Top-down | 93.6 | Not recorded | 6a167ad9dbd7150506f802fe | | Point Matching | 92.8 | Not recorded | 6a167ad9dbd7150506f802fe | | Point Matching + VDrop | 92.8 | Not recorded | 6a167ad9dbd7150506f802fe | | Panoramic + VDrop | 89.2 | Not recorded | 6a167ad9dbd7150506f802fe | | No-Think | 86.8 | Not recorded | 6a167ad9dbd7150506f802fe | | Qwen3-VL-8B | 64.8 | Not recorded | 6a167ad9dbd7150506f802fe | | Qwen3-VL-4B | 62.8 | Not recorded | 6a167ad9dbd7150506f802fe | | Text CoT | 56 | Not recorded | 6a167ad9dbd7150506f802fe | | ThinkMorph (24K) | 49.6 | Not recorded | 6a167ad9dbd7150506f802fe | | BAGEL | 18 | Not recorded | 6a167ad9dbd7150506f802fe | | BAGEL-Zebra-CoT (182K) | 8.8 | Not recorded | 6a167ad9dbd7150506f802fe | ### Top-down + VDrop Anchor: 94.4. Result ID: 6a16c560fbc373592c108b44. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VDrop":"✓","Thinking-image type":"Top-down"}. This record does not assert independent reproduction. ### Panoramic Anchor: 93.6. Result ID: 6a16c560fbc373592c108b3f. [Reporting paper]() Recorded evaluation configuration: {"VDrop":"✗","Thinking-image type":"Panoramic"}. This record does not assert independent reproduction. ### Top-down Anchor: 93.6. Result ID: 6a16c560fbc373592c108b43. [Reporting paper]() Recorded evaluation configuration: {"VDrop":"✗","Thinking-image type":"Top-down"}. This record does not assert independent reproduction. ### Point Matching Anchor: 92.8. Result ID: 6a16c560fbc373592c108b41. [Reporting paper]() Recorded evaluation configuration: {"VDrop":"✗","Thinking-image type":"Point Matching"}. This record does not assert independent reproduction. ### Point Matching + VDrop Anchor: 92.8. Result ID: 6a16c560fbc373592c108b42. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VDrop":"✓","Thinking-image type":"Point Matching"}. This record does not assert independent reproduction. ### Panoramic + VDrop Anchor: 89.2. Result ID: 6a16c560fbc373592c108b40. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VDrop":"✓","Thinking-image type":"Panoramic"}. This record does not assert independent reproduction. ### No-Think Anchor: 86.8. Result ID: 6a16c560fbc373592c108b3d. [Reporting paper]() Recorded evaluation configuration: {"VDrop":"✗","Fine-tuning Samples":"8K"}. This record does not assert independent reproduction. ### Qwen3-VL-8B Anchor: 64.8. Result ID: 6a16c560fbc373592c108b39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VDrop":"✗"}. This record does not assert independent reproduction. ### Qwen3-VL-4B Anchor: 62.8. Result ID: 6a16c560fbc373592c108b38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VDrop":"✗"}. This record does not assert independent reproduction. ### Text CoT Anchor: 56. Result ID: 6a16c560fbc373592c108b3e. [Reporting paper]() Recorded evaluation configuration: {"VDrop":"✗","Fine-tuning Samples":"8K"}. This record does not assert independent reproduction. ### ThinkMorph (24K) Anchor: 49.6. Result ID: 6a16c560fbc373592c108b3c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"VDrop":"✗","Fine-tuning Samples":"24K"}. This record does not assert independent reproduction. ### BAGEL Anchor: 18. Result ID: 6a16c560fbc373592c108b3a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"VDrop":"✗"}. This record does not assert independent reproduction. ### BAGEL-Zebra-CoT (182K) Anchor: 8.8. Result ID: 6a16c560fbc373592c108b3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"VDrop":"✗","Fine-tuning Samples":"182K"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.