# Medical Visual Question Answering on SLAKE (0-shot vs CoT Deltas) Source: [Medical Visual Question Answering on SLAKE (0-shot vs CoT Deltas)]() Collection index: [llms.txt]() Data updated: 2026-04-15T07:12:09.418Z Evaluation of model performance on the SLAKE dataset for Medical Visual Question Answering, reporting base accuracy and the performance delta achieved using 0-shot and Chain-of-Thought (CoT) prompting strategies. 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 | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 4 of 4 | | 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. - [Delta (0-shot)](): Higher is better; unit: SCALAR. - [Delta (CoT)](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | OctoTools | 63.8 | Not recorded | 68fa76fe1e209131cea704b3 | | CoT | 60.3 | Not recorded | 68fa76fe1e209131cea704b3 | | 0-shot | 59.3 | Not recorded | 68fa76fe1e209131cea704b3 | | OctoToolsbase | 59.2 | Not recorded | 68fa76fe1e209131cea704b3 | ### OctoTools Accuracy: 63.8. Result ID: 69df398847f34ce924c787ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"gpt-4o-2024-08-06","Modality":"Vision","Domain":"Medical","Visual Understanding":"true","Numerical Calculation":"false","Knowledge Retrieval":"true","Multi-step Reasoning":"true"}. This record does not assert independent reproduction. ### CoT Accuracy: 60.3. Result ID: 69df398847f34ce924c787cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"gpt-4o-2024-08-06","Modality":"Vision","Domain":"Medical","Visual Understanding":"true","Numerical Calculation":"false","Knowledge Retrieval":"true","Multi-step Reasoning":"true"}. This record does not assert independent reproduction. ### 0-shot Accuracy: 59.3. Result ID: 69df398847f34ce924c787cb. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"gpt-4o-2024-08-06","Modality":"Vision","Domain":"Medical","Visual Understanding":"true","Numerical Calculation":"false","Knowledge Retrieval":"true","Multi-step Reasoning":"true"}. This record does not assert independent reproduction. ### OctoToolsbase Accuracy: 59.2. Result ID: 69df398847f34ce924c787cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"gpt-4o-2024-08-06","Modality":"Vision","Domain":"Medical","Visual Understanding":"true","Numerical Calculation":"false","Knowledge Retrieval":"true","Multi-step Reasoning":"true"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.