# Molecular Biomarker Prediction on Lung 4 tasks Source: [Molecular Biomarker Prediction on Lung 4 tasks]() Collection index: [llms.txt]() Data updated: 2026-03-24T10:36:32.528Z Evaluation of models performing Molecular Biomarker Prediction using the Lung 4 tasks dataset, typically measured by AUROC. 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 | Molecular Biomarker Prediction | | Dataset (including any stated split) | Lung 4 tasks | | Metric | AUROC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [AUROC](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | Mean | 69.17 | Not recorded | 69c21ad70636e5bf4afc4d7e | | ABMIL | 68.41 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Trans. | 67.46 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Max | 67.35 | Not recorded | 69c21ad70636e5bf4afc4d7e | | ABMIL | 67.04 | Not recorded | 69c21ad70636e5bf4afc4d7e | | CLAM | 66.89 | Not recorded | 69c21ad70636e5bf4afc4d7e | | CLAM | 66.36 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Mean | 66.24 | Not recorded | 69c21ad70636e5bf4afc4d7e | | DSMIL | 66.03 | Not recorded | 69c21ad70636e5bf4afc4d7e | | TransMIL | 65.95 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Max | 65.5 | Not recorded | 69c21ad70636e5bf4afc4d7e | | ILRA | 65.32 | Not recorded | 69c21ad70636e5bf4afc4d7e | | ILRA | 65.27 | Not recorded | 69c21ad70636e5bf4afc4d7e | | TransMIL | 65.25 | Not recorded | 69c21ad70636e5bf4afc4d7e | | DSMIL | 65.02 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Trans. | 64.94 | Not recorded | 69c21ad70636e5bf4afc4d7e | ### Mean AUROC: 69.17. Result ID: 69c2692647f34ce924aa5ffb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH (+Ours)"}. This record does not assert independent reproduction. ### ABMIL AUROC: 68.41. Result ID: 69c2692647f34ce924aa5ff1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH (+Ours)"}. This record does not assert independent reproduction. ### Trans. AUROC: 67.46. Result ID: 69c2692647f34ce924aa5ff7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH (+Ours)"}. This record does not assert independent reproduction. ### Max AUROC: 67.35. Result ID: 69c2692647f34ce924aa5ffd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH (+Ours)"}. This record does not assert independent reproduction. ### ABMIL AUROC: 67.04. Result ID: 69c2692647f34ce924aa5ff0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### CLAM AUROC: 66.89. Result ID: 69c2692647f34ce924aa5ff3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH (+Ours)"}. This record does not assert independent reproduction. ### CLAM AUROC: 66.36. Result ID: 69c2692647f34ce924aa5ff2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### Mean AUROC: 66.24. Result ID: 69c2692647f34ce924aa5ffa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### DSMIL AUROC: 66.03. Result ID: 69c2692647f34ce924aa5fff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH (+Ours)"}. This record does not assert independent reproduction. ### TransMIL AUROC: 65.95. Result ID: 69c2692647f34ce924aa5ff5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH (+Ours)"}. This record does not assert independent reproduction. ### Max AUROC: 65.5. Result ID: 69c2692647f34ce924aa5ffc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### ILRA AUROC: 65.32. Result ID: 69c2692647f34ce924aa5ff9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH (+Ours)"}. This record does not assert independent reproduction. ### ILRA AUROC: 65.27. Result ID: 69c2692647f34ce924aa5ff8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### TransMIL AUROC: 65.25. Result ID: 69c2692647f34ce924aa5ff4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### DSMIL AUROC: 65.02. Result ID: 69c2692647f34ce924aa5ffe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### Trans. AUROC: 64.94. Result ID: 69c2692647f34ce924aa5ff6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.