# Evidence-grounded diagnostic reasoning on CXReasonDial Dynamic User Simulator Source: [Evidence-grounded diagnostic reasoning on CXReasonDial Dynamic User Simulator]() Collection index: [llms.txt]() Data updated: 2026-03-25T14:36:54.318Z Evaluation of model performance on evidence-grounded diagnostic reasoning using the CXReasonDial Dynamic User Simulator dataset. 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 | Evidence-grounded diagnostic reasoning | | Dataset (including any stated split) | CXReasonDial Dynamic User Simulator | | Metric | Coverage (Cov) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 - [Coverage (Cov)](): Higher is better; unit: PERCENT. - [Diagnostic Task Indicator (DTI)](): Higher is better; unit: PERCENT. - [Evidence Task Indicator (ETI)](): Higher is better; unit: PERCENT. - [Faithfulness Score (Faith)](): Higher is better; unit: PERCENT. - [Hallucination Rate (Hall)](): Lower is better; unit: PERCENT. - [Average Score (Avg)](): Higher is better; unit: PERCENT. - [Strict Accuracy (Strict)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Coverage (Cov) | Result date | Report paper | | --- | --- | --- | --- | | CXReasonAgent | 99.9 | Not recorded | 69a1251b2d603e6de3e3c625 | | CXReasonAgent | 99.9 | Not recorded | 69a1251b2d603e6de3e3c625 | | CXReasonAgent | 99.9 | Not recorded | 69a1251b2d603e6de3e3c625 | | CXReasonAgent | 99.9 | Not recorded | 69a1251b2d603e6de3e3c625 | | CXReasonAgent | 99.9 | Not recorded | 69a1251b2d603e6de3e3c625 | | CXReasonAgent | 99.8 | Not recorded | 69a1251b2d603e6de3e3c625 | | MedGemma 27B | 98.7 | Not recorded | 69a1251b2d603e6de3e3c625 | | Gemini-3-Flash | 98.5 | Not recorded | 69a1251b2d603e6de3e3c625 | | Pixtral-Large | 98.5 | Not recorded | 69a1251b2d603e6de3e3c625 | ### CXReasonAgent Coverage (Cov): 99.9. Result ID: 69c3f21847f34ce924add338. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Gemini-3-Flash"}. This record does not assert independent reproduction. ### CXReasonAgent Coverage (Cov): 99.9. Result ID: 69c3f21847f34ce924add339. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-5 mini"}. This record does not assert independent reproduction. ### CXReasonAgent Coverage (Cov): 99.9. Result ID: 69c3f21847f34ce924add33a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama 3.3-70B"}. This record does not assert independent reproduction. ### CXReasonAgent Coverage (Cov): 99.9. Result ID: 69c3f21847f34ce924add33b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-32B"}. This record does not assert independent reproduction. ### CXReasonAgent Coverage (Cov): 99.9. Result ID: 69c3f21847f34ce924add33c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### CXReasonAgent Coverage (Cov): 99.8. Result ID: 69c3f21847f34ce924add33d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B"}. This record does not assert independent reproduction. ### MedGemma 27B Coverage (Cov): 98.7. Result ID: 69c3f21847f34ce924add340. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"LVLM Baseline"}. This record does not assert independent reproduction. ### Gemini-3-Flash Coverage (Cov): 98.5. Result ID: 69c3f21847f34ce924add33e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"LVLM Baseline"}. This record does not assert independent reproduction. ### Pixtral-Large Coverage (Cov): 98.5. Result ID: 69c3f21847f34ce924add33f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"LVLM Baseline"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.