# Distance-Direction Spatial Grounding on SG Source: [Distance-Direction Spatial Grounding on SG]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:46:32.322Z Evaluation of Distance-Direction Spatial Grounding performance on the SG dataset, measured using Hit@5 and NDCG@5. 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 | Distance-Direction Spatial Grounding | | Dataset (including any stated split) | SG | | Metric | Hit@5 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Hit@5](): Higher is better; unit: PERCENT. - [NDCG@5](): Higher is better; unit: PERCENT. ## Recorded results | Method | Hit@5 | Result date | Report paper | | --- | --- | --- | --- | | UGE | 34.23 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 31.92 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 31.54 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 31.15 | Not recorded | 698abbd9c97a0b3e3b5de23c | | GME-2B | 30.77 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 29.23 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 28.85 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Qwen2.5-VL-7B | 27.31 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Qwen2.5-VL-3B | 26.92 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 26.54 | Not recorded | 698abbd9c97a0b3e3b5de23c | | VLM2Vec-2B | 26.15 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Phi3-V | 26.15 | Not recorded | 698abbd9c97a0b3e3b5de23c | | LLaVA1.6 | 25 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Qwen2-VL-7B | 24.23 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 23.85 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Qwen2-VL-2B | 23.46 | Not recorded | 698abbd9c97a0b3e3b5de23c | ### UGE Hit@5: 34.23. Result ID: 699727c55698665ec47666cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Qwen2-VL-7B"}. This record does not assert independent reproduction. ### UGE Hit@5: 31.92. Result ID: 699727c55698665ec47666d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"VLM2Vec-2B"}. This record does not assert independent reproduction. ### UGE Hit@5: 31.54. Result ID: 699727c55698665ec47666d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"GME-2B"}. This record does not assert independent reproduction. ### UGE Hit@5: 31.15. Result ID: 699727c55698665ec47666ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Qwen2.5-VL-3B"}. This record does not assert independent reproduction. ### GME-2B Hit@5: 30.77. Result ID: 699727c55698665ec47666d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UGE Hit@5: 29.23. Result ID: 699727c55698665ec47666d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction. ### UGE Hit@5: 28.85. Result ID: 699727c55698665ec47666d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"LLaVA1.6"}. This record does not assert independent reproduction. ### Qwen2.5-VL-7B Hit@5: 27.31. Result ID: 699727c55698665ec47666cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen2.5-VL-3B Hit@5: 26.92. Result ID: 699727c55698665ec47666cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UGE Hit@5: 26.54. Result ID: 699727c55698665ec47666ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Qwen2-VL-2B"}. This record does not assert independent reproduction. ### VLM2Vec-2B Hit@5: 26.15. Result ID: 699727c55698665ec47666d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Phi3-V Hit@5: 26.15. Result ID: 699727c55698665ec47666d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LLaVA1.6 Hit@5: 25. Result ID: 699727c55698665ec47666d5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen2-VL-7B Hit@5: 24.23. Result ID: 699727c55698665ec47666cb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UGE Hit@5: 23.85. Result ID: 699727c55698665ec47666d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Phi3-V"}. This record does not assert independent reproduction. ### Qwen2-VL-2B Hit@5: 23.46. Result ID: 699727c55698665ec47666c9. [Reporting paper]() [Method origin paper]() [Implementation]() 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.