# GUI Localization on GUIZoom-Bench 1.0 (hard-normal) Source: [GUI Localization on GUIZoom-Bench 1.0 (hard-normal)]() Collection index: [llms.txt]() Data updated: 2026-02-27T11:50:13.256Z Evaluation of model performance on GUI Localization tasks using the hard-normal split of the GUIZoom-Bench 1.0 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 1.0 (hard-normal) | | 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 | 69.6 | Not recorded | 69365b83d6b0dd3342934c20 | | Qwen3-VL-32B | 67.3 | Not recorded | 69365b83d6b0dd3342934c20 | | Qwen3-VL-32B | 67.3 | Not recorded | 69365b83d6b0dd3342934c20 | | UI-Venus-7B | 57.6 | Not recorded | 69365b83d6b0dd3342934c20 | | Qwen3-VL-8B | 56.7 | Not recorded | 69365b83d6b0dd3342934c20 | | Qwen3-VL-8B | 55.3 | Not recorded | 69365b83d6b0dd3342934c20 | | Qwen3-VL-8B | 55.3 | Not recorded | 69365b83d6b0dd3342934c20 | | UI-Venus-7B | 54.8 | Not recorded | 69365b83d6b0dd3342934c20 | | UI-Venus-7B | 47 | Not recorded | 69365b83d6b0dd3342934c20 | | UI-TARS-1.5-7B | 39.2 | Not recorded | 69365b83d6b0dd3342934c20 | | UI-TARS-1.5-7B | 37.3 | Not recorded | 69365b83d6b0dd3342934c20 | | UI-TARS-1.5-7B | 35 | Not recorded | 69365b83d6b0dd3342934c20 | | UI-TARS-7B | 32.3 | Not recorded | 69365b83d6b0dd3342934c20 | | Qwen3-VL-32B | 30.4 | Not recorded | 69365b83d6b0dd3342934c20 | | UI-TARS-7B | 30.4 | Not recorded | 69365b83d6b0dd3342934c20 | | UI-TARS-7B | 30.4 | Not recorded | 69365b83d6b0dd3342934c20 | | Qwen2.5-VL-7B | 28.6 | Not recorded | 69365b83d6b0dd3342934c20 | | Qwen2.5-VL-7B | 28.1 | Not recorded | 69365b83d6b0dd3342934c20 | | UI-Venus-7B | 28.1 | Not recorded | 69365b83d6b0dd3342934c20 | | Qwen3-VL-8B | 24.9 | Not recorded | 69365b83d6b0dd3342934c20 | | UI-TARS-1.5-7B | 21.8 | Not recorded | 69365b83d6b0dd3342934c20 | | Qwen2.5-VL-7B | 21.7 | Not recorded | 69365b83d6b0dd3342934c20 | | Qwen2.5-VL-7B | 12.9 | Not recorded | 69365b83d6b0dd3342934c20 | | UI-TARS-7B | 11.5 | Not recorded | 69365b83d6b0dd3342934c20 | | GPT-5 | 6.9 | Not recorded | 69365b83d6b0dd3342934c20 | | GPT-5 | 6.5 | Not recorded | 69365b83d6b0dd3342934c20 | | GPT-5 | 5.5 | Not recorded | 69365b83d6b0dd3342934c20 | | GPT-5 | 5.5 | Not recorded | 69365b83d6b0dd3342934c20 | | Claude-4.5-Sonnet | 4.9 | Not recorded | 69365b83d6b0dd3342934c20 | ### Qwen3-VL-32B Localization Accuracy: 69.6. Result ID: 69a184e435dfcabb00e790d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d2"}. This record does not assert independent reproduction. ### Qwen3-VL-32B Localization Accuracy: 67.3. Result ID: 69a184e435dfcabb00e790da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d3"}. This record does not assert independent reproduction. ### Qwen3-VL-32B Localization Accuracy: 67.3. Result ID: 69a184e435dfcabb00e790db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d4"}. This record does not assert independent reproduction. ### UI-Venus-7B Localization Accuracy: 57.6. Result ID: 69a184e435dfcabb00e790eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d4"}. This record does not assert independent reproduction. ### Qwen3-VL-8B Localization Accuracy: 56.7. Result ID: 69a184e435dfcabb00e790d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d4"}. This record does not assert independent reproduction. ### Qwen3-VL-8B Localization Accuracy: 55.3. Result ID: 69a184e435dfcabb00e790d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d2"}. This record does not assert independent reproduction. ### Qwen3-VL-8B Localization Accuracy: 55.3. Result ID: 69a184e435dfcabb00e790d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d3"}. This record does not assert independent reproduction. ### UI-Venus-7B Localization Accuracy: 54.8. Result ID: 69a184e435dfcabb00e790ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d3"}. This record does not assert independent reproduction. ### UI-Venus-7B Localization Accuracy: 47. Result ID: 69a184e435dfcabb00e790e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d2"}. This record does not assert independent reproduction. ### UI-TARS-1.5-7B Localization Accuracy: 39.2. Result ID: 69a184e435dfcabb00e790e7. [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: 37.3. Result ID: 69a184e435dfcabb00e790e6. [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: 35. Result ID: 69a184e435dfcabb00e790e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d2"}. This record does not assert independent reproduction. ### UI-TARS-7B Localization Accuracy: 32.3. Result ID: 69a184e435dfcabb00e790e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d4"}. This record does not assert independent reproduction. ### Qwen3-VL-32B Localization Accuracy: 30.4. Result ID: 69a184e435dfcabb00e790d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d1"}. This record does not assert independent reproduction. ### UI-TARS-7B Localization Accuracy: 30.4. Result ID: 69a184e435dfcabb00e790e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d2"}. This record does not assert independent reproduction. ### UI-TARS-7B Localization Accuracy: 30.4. Result ID: 69a184e435dfcabb00e790e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d3"}. This record does not assert independent reproduction. ### Qwen2.5-VL-7B Localization Accuracy: 28.6. Result ID: 69a184e435dfcabb00e790df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d4"}. This record does not assert independent reproduction. ### Qwen2.5-VL-7B Localization Accuracy: 28.1. Result ID: 69a184e435dfcabb00e790de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d3"}. This record does not assert independent reproduction. ### UI-Venus-7B Localization Accuracy: 28.1. Result ID: 69a184e435dfcabb00e790e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d1"}. This record does not assert independent reproduction. ### Qwen3-VL-8B Localization Accuracy: 24.9. Result ID: 69a184e435dfcabb00e790d4. [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: 21.8. Result ID: 69a184e435dfcabb00e790e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d1"}. This record does not assert independent reproduction. ### Qwen2.5-VL-7B Localization Accuracy: 21.7. Result ID: 69a184e435dfcabb00e790dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d2"}. This record does not assert independent reproduction. ### Qwen2.5-VL-7B Localization Accuracy: 12.9. Result ID: 69a184e435dfcabb00e790dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d1"}. This record does not assert independent reproduction. ### UI-TARS-7B Localization Accuracy: 11.5. Result ID: 69a184e435dfcabb00e790e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Zoom Depth":"d1"}. This record does not assert independent reproduction. ### GPT-5 Localization Accuracy: 6.9. Result ID: 69a184e435dfcabb00e790d2. [Reporting paper]() Recorded evaluation configuration: {"Zoom Depth":"d4"}. This record does not assert independent reproduction. ### GPT-5 Localization Accuracy: 6.5. Result ID: 69a184e435dfcabb00e790d1. [Reporting paper]() Recorded evaluation configuration: {"Zoom Depth":"d3"}. This record does not assert independent reproduction. ### GPT-5 Localization Accuracy: 5.5. Result ID: 69a184e435dfcabb00e790cf. [Reporting paper]() Recorded evaluation configuration: {"Zoom Depth":"d1"}. This record does not assert independent reproduction. ### GPT-5 Localization Accuracy: 5.5. Result ID: 69a184e435dfcabb00e790d0. [Reporting paper]() Recorded evaluation configuration: {"Zoom Depth":"d2"}. This record does not assert independent reproduction. ### Claude-4.5-Sonnet Localization Accuracy: 4.9. Result ID: 69a184e435dfcabb00e790d3. [Reporting paper]() Recorded evaluation configuration: {"Zoom Depth":"d1"}. This record does not assert independent reproduction. Page 1 of 1. 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