# Medical Visual Question Answering on SLAKE Closed (AUROC) Source: [Medical Visual Question Answering on SLAKE Closed (AUROC)]() Collection index: [llms.txt]() Data updated: 2026-04-06T07:47:09.953Z Evaluation of model performance on the closed split of the SLAKE dataset for Medical Visual Question Answering, reporting AUROC. 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 | Medical Visual Question Answering | | Dataset (including any stated split) | SLAKE Closed | | Metric | AUROC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [AUROC](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | HAC-Platt | 73.2 | Not recorded | 69d33e177d0172140ec7377c | | HAC-Gate | 70 | Not recorded | 69d33e177d0172140ec7377c | | HAC-Platt | 69 | Not recorded | 69d33e177d0172140ec7377c | | HAC-Platt | 68.6 | Not recorded | 69d33e177d0172140ec7377c | | HAC-Gate | 68.6 | Not recorded | 69d33e177d0172140ec7377c | | HAC-Platt | 65.7 | Not recorded | 69d33e177d0172140ec7377c | | HAC-Platt | 65.6 | Not recorded | 69d33e177d0172140ec7377c | | HAC-Gate | 65.6 | Not recorded | 69d33e177d0172140ec7377c | | HAC-Gate | 65.4 | Not recorded | 69d33e177d0172140ec7377c | | Uncalibrated | 60.7 | Not recorded | 69d33e177d0172140ec7377c | | Platt Scaling | 60.7 | Not recorded | 69d33e177d0172140ec7377c | | Isotonic Regr. | 60.7 | Not recorded | 69d33e177d0172140ec7377c | | Uncalibrated | 58.6 | Not recorded | 69d33e177d0172140ec7377c | | Platt Scaling | 58.6 | Not recorded | 69d33e177d0172140ec7377c | | Isotonic Regr. | 58.6 | Not recorded | 69d33e177d0172140ec7377c | | Hist. Binning | 56.6 | Not recorded | 69d33e177d0172140ec7377c | | Hist. Binning | 50 | Not recorded | 69d33e177d0172140ec7377c | ### HAC-Platt AUROC: 73.2. Result ID: 69d364de47f34ce924baf4b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"InternVL3-2B","Confidence":"Samp."}. This record does not assert independent reproduction. ### HAC-Gate AUROC: 70. Result ID: 69d364de47f34ce924baf4b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"InternVL3-38B","Confidence":"Samp."}. This record does not assert independent reproduction. ### HAC-Platt AUROC: 69. Result ID: 69d364de47f34ce924baf4b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-VL-32B","Confidence":"Verb."}. This record does not assert independent reproduction. ### HAC-Platt AUROC: 68.6. Result ID: 69d364de47f34ce924baf4b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-VL-8B","Confidence":"Samp."}. This record does not assert independent reproduction. ### HAC-Gate AUROC: 68.6. Result ID: 69d364de47f34ce924baf4b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-VL-8B","Confidence":"Samp."}. This record does not assert independent reproduction. ### HAC-Platt AUROC: 65.7. Result ID: 69d364de47f34ce924baf4af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-VL-2B","Confidence":"Verb."}. This record does not assert independent reproduction. ### HAC-Platt AUROC: 65.6. Result ID: 69d364de47f34ce924baf4ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-VL-2B","Confidence":"Samp."}. This record does not assert independent reproduction. ### HAC-Gate AUROC: 65.6. Result ID: 69d364de47f34ce924baf4b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-VL-2B","Confidence":"Samp."}. This record does not assert independent reproduction. ### HAC-Gate AUROC: 65.4. Result ID: 69d364de47f34ce924baf4b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-VL-2B","Confidence":"Verb."}. This record does not assert independent reproduction. ### Uncalibrated AUROC: 60.7. Result ID: 69d364de47f34ce924baf4a6. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen3-VL-2B","Confidence":"Samp."}. This record does not assert independent reproduction. ### Platt Scaling AUROC: 60.7. Result ID: 69d364de47f34ce924baf4a8. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen3-VL-2B","Confidence":"Samp."}. This record does not assert independent reproduction. ### Isotonic Regr. AUROC: 60.7. Result ID: 69d364de47f34ce924baf4aa. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen3-VL-2B","Confidence":"Samp."}. This record does not assert independent reproduction. ### Uncalibrated AUROC: 58.6. Result ID: 69d364de47f34ce924baf4a7. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen3-VL-2B","Confidence":"Verb."}. This record does not assert independent reproduction. ### Platt Scaling AUROC: 58.6. Result ID: 69d364de47f34ce924baf4a9. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen3-VL-2B","Confidence":"Verb."}. This record does not assert independent reproduction. ### Isotonic Regr. AUROC: 58.6. Result ID: 69d364de47f34ce924baf4ab. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen3-VL-2B","Confidence":"Verb."}. This record does not assert independent reproduction. ### Hist. Binning AUROC: 56.6. Result ID: 69d364de47f34ce924baf4ac. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen3-VL-2B","Confidence":"Samp."}. This record does not assert independent reproduction. ### Hist. Binning AUROC: 50. Result ID: 69d364de47f34ce924baf4ad. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen3-VL-2B","Confidence":"Verb."}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.