# Distance-Direction Spatial Grounding on BJ Source: [Distance-Direction Spatial Grounding on BJ]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:46:32.338Z Evaluation of Distance-Direction Spatial Grounding performance on the BJ 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) | BJ | | 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 | 58.95 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 51.65 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 41.92 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 41.54 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 41.15 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Qwen2-VL-2B | 40 | Not recorded | 698abbd9c97a0b3e3b5de23c | | GME-2B | 40 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 38.85 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 38.08 | Not recorded | 698abbd9c97a0b3e3b5de23c | | LLaVA1.6 | 37.31 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Phi3-V | 33.08 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Qwen2.5-VL-7B | 32.69 | Not recorded | 698abbd9c97a0b3e3b5de23c | | VLM2Vec-2B | 29.23 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Qwen2-VL-7B | 28.85 | Not recorded | 698abbd9c97a0b3e3b5de23c | | UGE | 28.85 | Not recorded | 698abbd9c97a0b3e3b5de23c | | Qwen2.5-VL-3B | 25.77 | Not recorded | 698abbd9c97a0b3e3b5de23c | ### UGE Hit@5: 58.95. Result ID: 699727c55698665ec47666e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Qwen2.5-VL-7B"}. This record does not assert independent reproduction. ### UGE Hit@5: 51.65. Result ID: 699727c55698665ec47666dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Qwen2-VL-7B"}. This record does not assert independent reproduction. ### UGE Hit@5: 41.92. Result ID: 699727c55698665ec47666da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Qwen2-VL-2B"}. This record does not assert independent reproduction. ### UGE Hit@5: 41.54. Result ID: 699727c55698665ec47666e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"LLaVA1.6"}. This record does not assert independent reproduction. ### UGE Hit@5: 41.15. Result ID: 699727c55698665ec47666e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"VLM2Vec-2B"}. This record does not assert independent reproduction. ### Qwen2-VL-2B Hit@5: 40. Result ID: 699727c55698665ec47666d9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GME-2B Hit@5: 40. Result ID: 699727c55698665ec47666e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UGE Hit@5: 38.85. Result ID: 699727c55698665ec47666de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Qwen2.5-VL-3B"}. This record does not assert independent reproduction. ### UGE Hit@5: 38.08. Result ID: 699727c55698665ec47666e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"GME-2B"}. This record does not assert independent reproduction. ### LLaVA1.6 Hit@5: 37.31. Result ID: 699727c55698665ec47666e5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Phi3-V Hit@5: 33.08. Result ID: 699727c55698665ec47666e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen2.5-VL-7B Hit@5: 32.69. Result ID: 699727c55698665ec47666df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VLM2Vec-2B Hit@5: 29.23. Result ID: 699727c55698665ec47666e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen2-VL-7B Hit@5: 28.85. Result ID: 699727c55698665ec47666db. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UGE Hit@5: 28.85. Result ID: 699727c55698665ec47666e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Phi3-V"}. This record does not assert independent reproduction. ### Qwen2.5-VL-3B Hit@5: 25.77. Result ID: 699727c55698665ec47666dd. [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.