# Distance-Direction Spatial Grounding on PA Source: [Distance-Direction Spatial Grounding on PA]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:46:32.358Z Evaluation of Distance-Direction Spatial Grounding performance on the PA 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) | PA | | 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 | 50.38 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 45 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 42.69 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 40.84 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 39.23 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 38.46 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 38.46 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 38.08 | Not recorded | 698abbd9c97a0b3e3b5de23c | | GME-2B | 37.69 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Qwen2-VL-2B | 36.54 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Qwen2.5-VL-7B | 35.77 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Qwen2-VL-7B | 34.23 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Phi3-V | 31.92 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Qwen2.5-VL-3B | 29.62 | Not recorded | 698abbd9c97a0b3e3b5de23c | | LLaVA1.6 | 22.69 | Not recorded | 698abbd9c97a0b3e3b5de23c | | VLM2Vec-2B | 21.15 | Not recorded | 698abbd9c97a0b3e3b5de23c | ### UGE Hit@5: 50.38. Result ID: 699727c55698665ec47666f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction. ### UGE Hit@5: 45. Result ID: 699727c55698665ec47666ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Qwen2-VL-2B"}. This record does not assert independent reproduction. ### UGE Hit@5: 42.69. Result ID: 699727c55698665ec47666f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Phi3-V"}. This record does not assert independent reproduction. ### UGE Hit@5: 40.84. Result ID: 699727c55698665ec47666ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Qwen2-VL-7B"}. This record does not assert independent reproduction. ### UGE Hit@5: 39.23. Result ID: 699727c55698665ec47666f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"LLaVA1.6"}. This record does not assert independent reproduction. ### UGE Hit@5: 38.46. Result ID: 699727c55698665ec47666f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"GME-2B"}. This record does not assert independent reproduction. ### UGE Hit@5: 38.46. Result ID: 699727c55698665ec47666f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"VLM2Vec-2B"}. This record does not assert independent reproduction. ### UGE Hit@5: 38.08. Result ID: 699727c55698665ec47666ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Qwen2.5-VL-3B"}. This record does not assert independent reproduction. ### GME-2B Hit@5: 37.69. Result ID: 699727c55698665ec47666f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen2-VL-2B Hit@5: 36.54. Result ID: 699727c55698665ec47666e9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen2.5-VL-7B Hit@5: 35.77. Result ID: 699727c55698665ec47666ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen2-VL-7B Hit@5: 34.23. Result ID: 699727c55698665ec47666eb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Phi3-V Hit@5: 31.92. Result ID: 699727c55698665ec47666f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen2.5-VL-3B Hit@5: 29.62. Result ID: 699727c55698665ec47666ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LLaVA1.6 Hit@5: 22.69. Result ID: 699727c55698665ec47666f5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VLM2Vec-2B Hit@5: 21.15. Result ID: 699727c55698665ec47666f3. [Reporting paper]() [Method origin 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.