# Evidence-Grounded Diagnostic Reasoning on CXReasonDial Source: [Evidence-Grounded Diagnostic Reasoning on CXReasonDial]() Collection index: [llms.txt]() Data updated: 2026-03-25T14:36:54.347Z Evaluation of model performance on Evidence-Grounded Diagnostic Reasoning using the CXReasonDial dataset, measured by metrics including DTI, ETI, and Faith. 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 | | Metric | Coverage | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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](): Higher is better; unit: PERCENT. - [DTI](): Higher is better; unit: PERCENT. - [ETI](): Higher is better; unit: PERCENT. - [Faithfulness Score](): Higher is better; unit: PERCENT. - [Hallucination Rate](): Lower is better; unit: PERCENT. - [Average Score](): Higher is better; unit: PERCENT. - [Strict Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Coverage | Result date | Report paper | | --- | --- | --- | --- | | CXReasonAgent | 99.7 | Not recorded | 69a1251b2d603e6de3e3c625 | | CXReasonAgent | 99.6 | Not recorded | 69a1251b2d603e6de3e3c625 | | CXReasonAgent | 99.6 | Not recorded | 69a1251b2d603e6de3e3c625 | | CXReasonAgent | 99.6 | Not recorded | 69a1251b2d603e6de3e3c625 | | CXReasonAgent | 99.5 | Not recorded | 69a1251b2d603e6de3e3c625 | | CXReasonAgent | 99.5 | Not recorded | 69a1251b2d603e6de3e3c625 | | CXReasonAgent | 99.5 | Not recorded | 69a1251b2d603e6de3e3c625 | | CXReasonAgent | 99.5 | Not recorded | 69a1251b2d603e6de3e3c625 | | CXReasonAgent | 99.4 | Not recorded | 69a1251b2d603e6de3e3c625 | | CXReasonAgent | 99.4 | Not recorded | 69a1251b2d603e6de3e3c625 | | CXReasonAgent | 99.4 | Not recorded | 69a1251b2d603e6de3e3c625 | | CXReasonAgent | 99.4 | Not recorded | 69a1251b2d603e6de3e3c625 | | MedGemma 27B | 98.9 | Not recorded | 69a1251b2d603e6de3e3c625 | | Pixtral-Large | 98.8 | Not recorded | 69a1251b2d603e6de3e3c625 | | Pixtral-Large | 98.8 | Not recorded | 69a1251b2d603e6de3e3c625 | | MedGemma 27B | 98.5 | Not recorded | 69a1251b2d603e6de3e3c625 | | Gemini-1.5-Flash | 98.3 | Not recorded | 69a1251b2d603e6de3e3c625 | | Gemini-1.5-Flash | 98.3 | Not recorded | 69a1251b2d603e6de3e3c625 | ### CXReasonAgent Coverage: 99.7. Result ID: 69c3f21847f34ce924add34a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B","GT Setting":"With GT (w/)"}. This record does not assert independent reproduction. ### CXReasonAgent Coverage: 99.6. Result ID: 69c3f21847f34ce924add347. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-32B","GT Setting":"Without GT (w/o)"}. This record does not assert independent reproduction. ### CXReasonAgent Coverage: 99.6. Result ID: 69c3f21847f34ce924add349. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B","GT Setting":"Without GT (w/o)"}. This record does not assert independent reproduction. ### CXReasonAgent Coverage: 99.6. Result ID: 69c3f21847f34ce924add34b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-1.5B","GT Setting":"Without GT (w/o)"}. This record does not assert independent reproduction. ### CXReasonAgent Coverage: 99.5. Result ID: 69c3f21847f34ce924add341. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Gemini-1.5-Flash","GT Setting":"Without GT (w/o)"}. This record does not assert independent reproduction. ### CXReasonAgent Coverage: 99.5. Result ID: 69c3f21847f34ce924add343. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o mini","GT Setting":"Without GT (w/o)"}. This record does not assert independent reproduction. ### CXReasonAgent Coverage: 99.5. Result ID: 69c3f21847f34ce924add344. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GPT-4o mini","GT Setting":"With GT (w/)"}. This record does not assert independent reproduction. ### CXReasonAgent Coverage: 99.5. Result ID: 69c3f21847f34ce924add348. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-32B","GT Setting":"With GT (w/)"}. This record does not assert independent reproduction. ### CXReasonAgent Coverage: 99.4. Result ID: 69c3f21847f34ce924add342. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Gemini-1.5-Flash","GT Setting":"With GT (w/)"}. This record does not assert independent reproduction. ### CXReasonAgent Coverage: 99.4. Result ID: 69c3f21847f34ce924add345. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama 3.1-70B","GT Setting":"Without GT (w/o)"}. This record does not assert independent reproduction. ### CXReasonAgent Coverage: 99.4. Result ID: 69c3f21847f34ce924add346. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama 3.1-70B","GT Setting":"With GT (w/)"}. This record does not assert independent reproduction. ### CXReasonAgent Coverage: 99.4. Result ID: 69c3f21847f34ce924add34c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-1.5B","GT Setting":"With GT (w/)"}. This record does not assert independent reproduction. ### MedGemma 27B Coverage: 98.9. Result ID: 69c3f21847f34ce924add351. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"GT Setting":"Without GT (w/o)"}. This record does not assert independent reproduction. ### Pixtral-Large Coverage: 98.8. Result ID: 69c3f21847f34ce924add34f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"GT Setting":"Without GT (w/o)"}. This record does not assert independent reproduction. ### Pixtral-Large Coverage: 98.8. Result ID: 69c3f21847f34ce924add350. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"GT Setting":"With GT (w/)"}. This record does not assert independent reproduction. ### MedGemma 27B Coverage: 98.5. Result ID: 69c3f21847f34ce924add352. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"GT Setting":"With GT (w/)"}. This record does not assert independent reproduction. ### Gemini-1.5-Flash Coverage: 98.3. Result ID: 69c3f21847f34ce924add34d. [Reporting paper]() Recorded evaluation configuration: {"Category":"LVLM Baseline","GT Setting":"Without GT (w/o)"}. This record does not assert independent reproduction. ### Gemini-1.5-Flash Coverage: 98.3. Result ID: 69c3f21847f34ce924add34e. [Reporting paper]() Recorded evaluation configuration: {"Category":"LVLM Baseline","GT Setting":"With GT (w/)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.