# GUI Localization on GUIZoom-Bench easy-mislead Source: [GUI Localization on GUIZoom-Bench easy-mislead]() Collection index: [llms.txt]() Data updated: 2026-02-27T11:50:13.187Z Evaluation of model performance on GUI Localization using the easy-mislead split of the GUIZoom-Bench dataset, measured by Localization Accuracy. 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 | GUI Localization | | Dataset (including any stated split) | GUIZoom-Bench easy-mislead | | Metric | Localization Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 29 of 29 | | 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 - [Localization Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Localization Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Qwen3-VL-8B | 47.6 | Not recorded | 69365b83d6b0dd3342934c20 | | Qwen3-VL-32B | 47.6 | Not recorded | 69365b83d6b0dd3342934c20 | | Qwen3-VL-32B | 45.2 | Not recorded | 69365b83d6b0dd3342934c20 | | Qwen3-VL-8B | 42.9 | Not recorded | 69365b83d6b0dd3342934c20 | | UI-Venus-7B | 42.9 | Not recorded | 69365b83d6b0dd3342934c20 | | UI-Venus-7B | 40.5 | Not recorded | 69365b83d6b0dd3342934c20 | | Qwen3-VL-8B | 38.1 | Not recorded | 69365b83d6b0dd3342934c20 | | UI-Venus-7B | 38.1 | Not recorded | 69365b83d6b0dd3342934c20 | | Qwen3-VL-32B | 35.7 | Not recorded | 69365b83d6b0dd3342934c20 | | UI-Venus-7B | 31 | Not recorded | 69365b83d6b0dd3342934c20 | | UI-TARS-1.5-7B | 28.6 | Not recorded | 69365b83d6b0dd3342934c20 | | UI-TARS-1.5-7B | 28.6 | Not recorded | 69365b83d6b0dd3342934c20 | | Qwen3-VL-8B | 26.2 | Not recorded | 69365b83d6b0dd3342934c20 | | UI-TARS-1.5-7B | 26.2 | Not recorded | 69365b83d6b0dd3342934c20 | | Qwen3-VL-32B | 23.8 | Not recorded | 69365b83d6b0dd3342934c20 | | UI-TARS-7B | 21.4 | Not recorded | 69365b83d6b0dd3342934c20 | | UI-TARS-7B | 19 | Not recorded | 69365b83d6b0dd3342934c20 | | UI-TARS-7B | 19 | Not recorded | 69365b83d6b0dd3342934c20 | | UI-TARS-1.5-7B | 19 | Not recorded | 69365b83d6b0dd3342934c20 | | UI-TARS-7B | 16.7 | Not recorded | 69365b83d6b0dd3342934c20 | | Qwen2.5-VL-7B | 9.5 | Not recorded | 69365b83d6b0dd3342934c20 | | Qwen2.5-VL-7B | 9.5 | Not recorded | 69365b83d6b0dd3342934c20 | | Qwen2.5-VL-7B | 7.1 | Not recorded | 69365b83d6b0dd3342934c20 | | Qwen2.5-VL-7B | 7.1 | Not recorded | 69365b83d6b0dd3342934c20 | | Claude-4.5-Sonnet | 5.9 | Not recorded | 69365b83d6b0dd3342934c20 | | GPT-5 | 3.1 | Not recorded | 69365b83d6b0dd3342934c20 | | GPT-5 | 2.4 | Not recorded | 69365b83d6b0dd3342934c20 | | GPT-5 | 2.4 | Not recorded | 69365b83d6b0dd3342934c20 | | GPT-5 | 2.4 | Not recorded | 69365b83d6b0dd3342934c20 | ### Qwen3-VL-8B Localization Accuracy: 47.6. Result ID: 69a184e435dfcabb00e790b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d3"}. This record does not assert independent reproduction. ### Qwen3-VL-32B Localization Accuracy: 47.6. Result ID: 69a184e435dfcabb00e790be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d4"}. This record does not assert independent reproduction. ### Qwen3-VL-32B Localization Accuracy: 45.2. Result ID: 69a184e435dfcabb00e790bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d3"}. This record does not assert independent reproduction. ### Qwen3-VL-8B Localization Accuracy: 42.9. Result ID: 69a184e435dfcabb00e790ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d4"}. This record does not assert independent reproduction. ### UI-Venus-7B Localization Accuracy: 42.9. Result ID: 69a184e435dfcabb00e790ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d4"}. This record does not assert independent reproduction. ### UI-Venus-7B Localization Accuracy: 40.5. Result ID: 69a184e435dfcabb00e790cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d3"}. This record does not assert independent reproduction. ### Qwen3-VL-8B Localization Accuracy: 38.1. Result ID: 69a184e435dfcabb00e790b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d2"}. This record does not assert independent reproduction. ### UI-Venus-7B Localization Accuracy: 38.1. Result ID: 69a184e435dfcabb00e790cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d2"}. This record does not assert independent reproduction. ### Qwen3-VL-32B Localization Accuracy: 35.7. Result ID: 69a184e435dfcabb00e790bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d2"}. This record does not assert independent reproduction. ### UI-Venus-7B Localization Accuracy: 31. Result ID: 69a184e435dfcabb00e790cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d1"}. This record does not assert independent reproduction. ### UI-TARS-1.5-7B Localization Accuracy: 28.6. Result ID: 69a184e435dfcabb00e790c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d3"}. This record does not assert independent reproduction. ### UI-TARS-1.5-7B Localization Accuracy: 28.6. Result ID: 69a184e435dfcabb00e790ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d4"}. This record does not assert independent reproduction. ### Qwen3-VL-8B Localization Accuracy: 26.2. Result ID: 69a184e435dfcabb00e790b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d1"}. This record does not assert independent reproduction. ### UI-TARS-1.5-7B Localization Accuracy: 26.2. Result ID: 69a184e435dfcabb00e790c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d2"}. This record does not assert independent reproduction. ### Qwen3-VL-32B Localization Accuracy: 23.8. Result ID: 69a184e435dfcabb00e790bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d1"}. This record does not assert independent reproduction. ### UI-TARS-7B Localization Accuracy: 21.4. Result ID: 69a184e435dfcabb00e790c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d3"}. This record does not assert independent reproduction. ### UI-TARS-7B Localization Accuracy: 19. Result ID: 69a184e435dfcabb00e790c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d2"}. This record does not assert independent reproduction. ### UI-TARS-7B Localization Accuracy: 19. Result ID: 69a184e435dfcabb00e790c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d4"}. This record does not assert independent reproduction. ### UI-TARS-1.5-7B Localization Accuracy: 19. Result ID: 69a184e435dfcabb00e790c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d1"}. This record does not assert independent reproduction. ### UI-TARS-7B Localization Accuracy: 16.7. Result ID: 69a184e435dfcabb00e790c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d1"}. This record does not assert independent reproduction. ### Qwen2.5-VL-7B Localization Accuracy: 9.5. Result ID: 69a184e435dfcabb00e790c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d2"}. This record does not assert independent reproduction. ### Qwen2.5-VL-7B Localization Accuracy: 9.5. Result ID: 69a184e435dfcabb00e790c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d4"}. This record does not assert independent reproduction. ### Qwen2.5-VL-7B Localization Accuracy: 7.1. Result ID: 69a184e435dfcabb00e790bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d1"}. This record does not assert independent reproduction. ### Qwen2.5-VL-7B Localization Accuracy: 7.1. Result ID: 69a184e435dfcabb00e790c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d3"}. This record does not assert independent reproduction. ### Claude-4.5-Sonnet Localization Accuracy: 5.9. Result ID: 69a184e435dfcabb00e790b6. [Reporting paper]() Recorded evaluation configuration: {"Zoom Depth":"d1"}. This record does not assert independent reproduction. ### GPT-5 Localization Accuracy: 3.1. Result ID: 69a184e435dfcabb00e790b2. [Reporting paper]() Recorded evaluation configuration: {"Zoom Depth":"d1"}. This record does not assert independent reproduction. ### GPT-5 Localization Accuracy: 2.4. Result ID: 69a184e435dfcabb00e790b3. [Reporting paper]() Recorded evaluation configuration: {"Zoom Depth":"d2"}. This record does not assert independent reproduction. ### GPT-5 Localization Accuracy: 2.4. Result ID: 69a184e435dfcabb00e790b4. [Reporting paper]() Recorded evaluation configuration: {"Zoom Depth":"d3"}. This record does not assert independent reproduction. ### GPT-5 Localization Accuracy: 2.4. Result ID: 69a184e435dfcabb00e790b5. [Reporting paper]() Recorded evaluation configuration: {"Zoom Depth":"d4"}. This record does not assert independent reproduction. Page 1 of 1. 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