# GUI Localization on GUIZoom-Bench hard-mislead Source: [GUI Localization on GUIZoom-Bench hard-mislead]() Collection index: [llms.txt]() Data updated: 2026-02-27T11:50:13.224Z Evaluation of model performance on the hard-mislead split of the GUIZoom-Bench dataset for GUI Localization tasks, 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 hard-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-32B | 54.1 | Not recorded | 69365b83d6b0dd3342934c20 | | Qwen3-VL-8B | 45.9 | Not recorded | 69365b83d6b0dd3342934c20 | | Qwen3-VL-32B | 45.9 | Not recorded | 69365b83d6b0dd3342934c20 | | Qwen3-VL-32B | 45.9 | Not recorded | 69365b83d6b0dd3342934c20 | | Qwen3-VL-8B | 40.5 | Not recorded | 69365b83d6b0dd3342934c20 | | UI-Venus-7B | 35.1 | Not recorded | 69365b83d6b0dd3342934c20 | | UI-Venus-7B | 35.1 | Not recorded | 69365b83d6b0dd3342934c20 | | Qwen3-VL-8B | 32.4 | Not recorded | 69365b83d6b0dd3342934c20 | | UI-Venus-7B | 29.7 | Not recorded | 69365b83d6b0dd3342934c20 | | UI-TARS-7B | 24.3 | Not recorded | 69365b83d6b0dd3342934c20 | | UI-TARS-1.5-7B | 24.3 | Not recorded | 69365b83d6b0dd3342934c20 | | Qwen3-VL-32B | 21.6 | Not recorded | 69365b83d6b0dd3342934c20 | | UI-TARS-1.5-7B | 21.6 | Not recorded | 69365b83d6b0dd3342934c20 | | UI-TARS-7B | 18.9 | Not recorded | 69365b83d6b0dd3342934c20 | | UI-TARS-1.5-7B | 18.9 | Not recorded | 69365b83d6b0dd3342934c20 | | UI-TARS-1.5-7B | 18.9 | Not recorded | 69365b83d6b0dd3342934c20 | | UI-Venus-7B | 18.9 | Not recorded | 69365b83d6b0dd3342934c20 | | Qwen3-VL-8B | 16.2 | Not recorded | 69365b83d6b0dd3342934c20 | | Qwen2.5-VL-7B | 16.2 | Not recorded | 69365b83d6b0dd3342934c20 | | Qwen2.5-VL-7B | 13.5 | Not recorded | 69365b83d6b0dd3342934c20 | | Qwen2.5-VL-7B | 10.8 | Not recorded | 69365b83d6b0dd3342934c20 | | UI-TARS-7B | 10.8 | Not recorded | 69365b83d6b0dd3342934c20 | | Claude-4.5-Sonnet | 10.5 | Not recorded | 69365b83d6b0dd3342934c20 | | GPT-5 | 8.1 | Not recorded | 69365b83d6b0dd3342934c20 | | GPT-5 | 5.4 | Not recorded | 69365b83d6b0dd3342934c20 | | UI-TARS-7B | 5.4 | Not recorded | 69365b83d6b0dd3342934c20 | | GPT-5 | 2.7 | Not recorded | 69365b83d6b0dd3342934c20 | | GPT-5 | 0 | Not recorded | 69365b83d6b0dd3342934c20 | | Qwen2.5-VL-7B | 0 | Not recorded | 69365b83d6b0dd3342934c20 | ### Qwen3-VL-32B Localization Accuracy: 54.1. Result ID: 69a184e435dfcabb00e790f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d4"}. This record does not assert independent reproduction. ### Qwen3-VL-8B Localization Accuracy: 45.9. Result ID: 69a184e435dfcabb00e790f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d4"}. This record does not assert independent reproduction. ### Qwen3-VL-32B Localization Accuracy: 45.9. Result ID: 69a184e435dfcabb00e790f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d2"}. This record does not assert independent reproduction. ### Qwen3-VL-32B Localization Accuracy: 45.9. Result ID: 69a184e435dfcabb00e790f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d3"}. This record does not assert independent reproduction. ### Qwen3-VL-8B Localization Accuracy: 40.5. Result ID: 69a184e435dfcabb00e790f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d3"}. This record does not assert independent reproduction. ### UI-Venus-7B Localization Accuracy: 35.1. Result ID: 69a184e435dfcabb00e79106. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d2"}. This record does not assert independent reproduction. ### UI-Venus-7B Localization Accuracy: 35.1. Result ID: 69a184e435dfcabb00e79107. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d3"}. This record does not assert independent reproduction. ### Qwen3-VL-8B Localization Accuracy: 32.4. Result ID: 69a184e435dfcabb00e790f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d2"}. This record does not assert independent reproduction. ### UI-Venus-7B Localization Accuracy: 29.7. Result ID: 69a184e435dfcabb00e79108. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d4"}. This record does not assert independent reproduction. ### UI-TARS-7B Localization Accuracy: 24.3. Result ID: 69a184e435dfcabb00e790ff. [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: 24.3. Result ID: 69a184e435dfcabb00e79102. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d2"}. This record does not assert independent reproduction. ### Qwen3-VL-32B Localization Accuracy: 21.6. Result ID: 69a184e435dfcabb00e790f5. [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: 21.6. Result ID: 69a184e435dfcabb00e79103. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d3"}. This record does not assert independent reproduction. ### UI-TARS-7B Localization Accuracy: 18.9. Result ID: 69a184e435dfcabb00e79100. [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: 18.9. Result ID: 69a184e435dfcabb00e79101. [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: 18.9. Result ID: 69a184e435dfcabb00e79104. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d4"}. This record does not assert independent reproduction. ### UI-Venus-7B Localization Accuracy: 18.9. Result ID: 69a184e435dfcabb00e79105. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d1"}. This record does not assert independent reproduction. ### Qwen3-VL-8B Localization Accuracy: 16.2. Result ID: 69a184e435dfcabb00e790f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d1"}. This record does not assert independent reproduction. ### Qwen2.5-VL-7B Localization Accuracy: 16.2. Result ID: 69a184e435dfcabb00e790fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d3"}. This record does not assert independent reproduction. ### Qwen2.5-VL-7B Localization Accuracy: 13.5. Result ID: 69a184e435dfcabb00e790fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d4"}. This record does not assert independent reproduction. ### Qwen2.5-VL-7B Localization Accuracy: 10.8. Result ID: 69a184e435dfcabb00e790fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d2"}. This record does not assert independent reproduction. ### UI-TARS-7B Localization Accuracy: 10.8. Result ID: 69a184e435dfcabb00e790fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d2"}. This record does not assert independent reproduction. ### Claude-4.5-Sonnet Localization Accuracy: 10.5. Result ID: 69a184e435dfcabb00e790f0. [Reporting paper]() Recorded evaluation configuration: {"Zoom Depth":"d1"}. This record does not assert independent reproduction. ### GPT-5 Localization Accuracy: 8.1. Result ID: 69a184e435dfcabb00e790ed. [Reporting paper]() Recorded evaluation configuration: {"Zoom Depth":"d2"}. This record does not assert independent reproduction. ### GPT-5 Localization Accuracy: 5.4. Result ID: 69a184e435dfcabb00e790ef. [Reporting paper]() Recorded evaluation configuration: {"Zoom Depth":"d4"}. This record does not assert independent reproduction. ### UI-TARS-7B Localization Accuracy: 5.4. Result ID: 69a184e435dfcabb00e790fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d1"}. This record does not assert independent reproduction. ### GPT-5 Localization Accuracy: 2.7. Result ID: 69a184e435dfcabb00e790ee. [Reporting paper]() Recorded evaluation configuration: {"Zoom Depth":"d3"}. This record does not assert independent reproduction. ### GPT-5 Localization Accuracy: 0. Result ID: 69a184e435dfcabb00e790ec. [Reporting paper]() Recorded evaluation configuration: {"Zoom Depth":"d1"}. This record does not assert independent reproduction. ### Qwen2.5-VL-7B Localization Accuracy: 0. Result ID: 69a184e435dfcabb00e790f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.