# Note-table consistency verification on EHRCon Discharge notes Source: [Note-table consistency verification on EHRCon Discharge notes]() Collection index: [llms.txt]() Data updated: 2026-05-27T08:20:33.544Z Evaluation of model performance on verifying consistency between notes and associated tables within EHRCon Discharge notes, measured using Lenient and Harsh Precision/Recall scores. 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 | Note-table consistency verification | | Dataset (including any stated split) | EHRCon Discharge notes | | Metric | Recall | | 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 - [Recall](): Higher is better; unit: PERCENT. - [Lenient Recall](): Higher is better; unit: PERCENT. - [Lenient Precision](): Higher is better; unit: PERCENT. - [Harsh Recall](): Higher is better; unit: PERCENT. - [Harsh Precision](): Higher is better; unit: PERCENT. - [Precision](): Higher is better; unit: PERCENT. ## Recorded results | Method | Recall | Result date | Report paper | | --- | --- | --- | --- | | EHR-INSPECTOR | 77.36 | Not recorded | 6a167aaddbd7150506f800db | | EHR-INSPECTOR | 69.28 | Not recorded | 6a167aaddbd7150506f800db | | EHR-INSPECTOR | 56.18 | Not recorded | 6a167aaddbd7150506f800db | | EHR-INSPECTOR | 50.89 | Not recorded | 6a167aaddbd7150506f800db | | CheckEHR | 48.8 | Not recorded | 6a167aaddbd7150506f800db | | EHR-INSPECTOR | 48.68 | Not recorded | 6a167aaddbd7150506f800db | | CheckEHR | 44.89 | Not recorded | 6a167aaddbd7150506f800db | | EHR-INSPECTOR | 42.74 | Not recorded | 6a167aaddbd7150506f800db | | EHR-INSPECTOR | 30 | Not recorded | 6a167aaddbd7150506f800db | | CheckEHR | 29.4 | Not recorded | 6a167aaddbd7150506f800db | | EHR-INSPECTOR | 26.99 | Not recorded | 6a167aaddbd7150506f800db | | CheckEHR | 26.5 | Not recorded | 6a167aaddbd7150506f800db | | CheckEHR | 26.05 | Not recorded | 6a167aaddbd7150506f800db | | CheckEHR | 23.04 | Not recorded | 6a167aaddbd7150506f800db | | CheckEHR | 17.95 | Not recorded | 6a167aaddbd7150506f800db | | CheckEHR | 16.41 | Not recorded | 6a167aaddbd7150506f800db | ### EHR-INSPECTOR Recall: 77.36. Result ID: 6a16a7ebfbc373592c0fb5ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base LLM":"Gemini 2.5 Flash","Evaluation Setting":"Lenient"}. This record does not assert independent reproduction. ### EHR-INSPECTOR Recall: 69.28. Result ID: 6a16a7ebfbc373592c0fb5c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base LLM":"Gemini 2.5 Flash","Evaluation Setting":"Harsh"}. This record does not assert independent reproduction. ### EHR-INSPECTOR Recall: 56.18. Result ID: 6a16a7ebfbc373592c0fb5b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base LLM":"Qwen3 32B","Evaluation Setting":"Lenient"}. This record does not assert independent reproduction. ### EHR-INSPECTOR Recall: 50.89. Result ID: 6a16a7ebfbc373592c0fb5c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base LLM":"Qwen3 32B","Evaluation Setting":"Harsh"}. This record does not assert independent reproduction. ### CheckEHR Recall: 48.8. Result ID: 6a16a7ebfbc373592c0fb5b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base LLM":"Gemini 2.5 Flash","Evaluation Setting":"Lenient"}. This record does not assert independent reproduction. ### EHR-INSPECTOR Recall: 48.68. Result ID: 6a16a7ebfbc373592c0fb5b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base LLM":"MedGemma 27B","Evaluation Setting":"Lenient"}. This record does not assert independent reproduction. ### CheckEHR Recall: 44.89. Result ID: 6a16a7ebfbc373592c0fb5c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base LLM":"Gemini 2.5 Flash","Evaluation Setting":"Harsh"}. This record does not assert independent reproduction. ### EHR-INSPECTOR Recall: 42.74. Result ID: 6a16a7ebfbc373592c0fb5be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base LLM":"MedGemma 27B","Evaluation Setting":"Harsh"}. This record does not assert independent reproduction. ### EHR-INSPECTOR Recall: 30. Result ID: 6a16a7ebfbc373592c0fb5b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base LLM":"GPT-OSS 20B","Evaluation Setting":"Lenient"}. This record does not assert independent reproduction. ### CheckEHR Recall: 29.4. Result ID: 6a16a7ebfbc373592c0fb5b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base LLM":"GPT-OSS 20B","Evaluation Setting":"Lenient"}. This record does not assert independent reproduction. ### EHR-INSPECTOR Recall: 26.99. Result ID: 6a16a7ebfbc373592c0fb5bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base LLM":"GPT-OSS 20B","Evaluation Setting":"Harsh"}. This record does not assert independent reproduction. ### CheckEHR Recall: 26.5. Result ID: 6a16a7ebfbc373592c0fb5bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base LLM":"GPT-OSS 20B","Evaluation Setting":"Harsh"}. This record does not assert independent reproduction. ### CheckEHR Recall: 26.05. Result ID: 6a16a7ebfbc373592c0fb5b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base LLM":"Qwen3 32B","Evaluation Setting":"Lenient"}. This record does not assert independent reproduction. ### CheckEHR Recall: 23.04. Result ID: 6a16a7ebfbc373592c0fb5bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base LLM":"Qwen3 32B","Evaluation Setting":"Harsh"}. This record does not assert independent reproduction. ### CheckEHR Recall: 17.95. Result ID: 6a16a7ebfbc373592c0fb5b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base LLM":"MedGemma 27B","Evaluation Setting":"Lenient"}. This record does not assert independent reproduction. ### CheckEHR Recall: 16.41. Result ID: 6a16a7ebfbc373592c0fb5bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base LLM":"MedGemma 27B","Evaluation Setting":"Harsh"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.