# Pathology Question Answering on NMLE 2024 Source: [Pathology Question Answering on NMLE 2024]() Collection index: [llms.txt]() Data updated: 2026-06-09T08:03:22.427Z Evaluation of model performance on the NMLE 2024 dataset for Pathology Question Answering, reporting Accuracy and 95% Confidence Intervals. 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 | Pathology Question Answering | | Dataset (including any stated split) | NMLE 2024 | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 5 of 5 | | 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. - [95% CI (Accuracy)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | PathPocket | 93.1 | Not recorded | 6a279e3f90966ade919bf862 | | Qwen3-30B | 87.9 | Not recorded | 6a279e3f90966ade919bf862 | | Qwen3-4B | 86.2 | Not recorded | 6a279e3f90966ade919bf862 | | Qwen3-8B | 86.2 | Not recorded | 6a279e3f90966ade919bf862 | | Qwen3-0.6B | 39.7 | Not recorded | 6a279e3f90966ade919bf862 | ### PathPocket Accuracy: 93.1. Result ID: 6a27c882fbc373592c245e44. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen3-30B Accuracy: 87.9. Result ID: 6a27c882fbc373592c245e43. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"30B"}. This record does not assert independent reproduction. ### Qwen3-4B Accuracy: 86.2. Result ID: 6a27c882fbc373592c245e41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"4B"}. This record does not assert independent reproduction. ### Qwen3-8B Accuracy: 86.2. Result ID: 6a27c882fbc373592c245e42. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"8B"}. This record does not assert independent reproduction. ### Qwen3-0.6B Accuracy: 39.7. Result ID: 6a27c882fbc373592c245e40. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters":"0.6B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.