# Vision-Language Question Answering on VizWiz Source: [Vision-Language Question Answering on VizWiz]() Collection index: [llms.txt]() Data updated: 2026-06-11T07:55:24.636Z Evaluation of Vision-Language Question Answering performance on the VizWiz dataset, reporting 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 | Vision-Language Question Answering | | Dataset (including any stated split) | VizWiz | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | LoRA | 71.2 | Not recorded | 6a28f32790966ade919c168e | | LoRA | 70.6 | Not recorded | 6a28f32790966ade919c168e | | Prefix Tuning | 70.4 | Not recorded | 6a28f32790966ade919c168e | | LoRA | 69.8 | Not recorded | 6a28f32790966ade919c168e | | Prefix Tuning | 68.8 | Not recorded | 6a28f32790966ade919c168e | | LoRA | 68.7 | Not recorded | 6a28f32790966ade919c168e | | Prefix Tuning | 67.3 | Not recorded | 6a28f32790966ade919c168e | | Prefix Tuning | 66.3 | Not recorded | 6a28f32790966ade919c168e | ### LoRA Accuracy: 71.2. Result ID: 6a2a68a0fbc373592c27414d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-VL-3B","Optimization":"FlatPO"}. This record does not assert independent reproduction. ### LoRA Accuracy: 70.6. Result ID: 6a2a68a0fbc373592c27414c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-VL-3B","Optimization":"GAM"}. This record does not assert independent reproduction. ### Prefix Tuning Accuracy: 70.4. Result ID: 6a2a68a0fbc373592c274151. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-VL-3B","Optimization":"FlatPO"}. This record does not assert independent reproduction. ### LoRA Accuracy: 69.8. Result ID: 6a2a68a0fbc373592c27414b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-VL-3B","Optimization":"SAM"}. This record does not assert independent reproduction. ### Prefix Tuning Accuracy: 68.8. Result ID: 6a2a68a0fbc373592c274150. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-VL-3B","Optimization":"GAM"}. This record does not assert independent reproduction. ### LoRA Accuracy: 68.7. Result ID: 6a2a68a0fbc373592c27414a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-VL-3B","Optimization":"Base"}. This record does not assert independent reproduction. ### Prefix Tuning Accuracy: 67.3. Result ID: 6a2a68a0fbc373592c27414f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-VL-3B","Optimization":"SAM"}. This record does not assert independent reproduction. ### Prefix Tuning Accuracy: 66.3. Result ID: 6a2a68a0fbc373592c27414e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-VL-3B","Optimization":"Base"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.