# Molecular Biomarker Prediction on GBMLGG 2 tasks Source: [Molecular Biomarker Prediction on GBMLGG 2 tasks]() Collection index: [llms.txt]() Data updated: 2026-03-24T10:36:32.555Z Evaluation of models performing Molecular Biomarker Prediction using the GBMLGG 2 tasks dataset, reporting metrics such as Balanced Accuracy. 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) | GBMLGG 2 tasks | | Metric | Balanced Accuracy | | 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 - [Balanced Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Balanced Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Trans. | 74.4 | Not recorded | 69c21ad70636e5bf4afc4d7e | | ABMIL | 74.2 | Not recorded | 69c21ad70636e5bf4afc4d7e | | TransMIL | 73.98 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Max | 73.63 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Mean | 73.48 | Not recorded | 69c21ad70636e5bf4afc4d7e | | TransMIL | 73.32 | Not recorded | 69c21ad70636e5bf4afc4d7e | | ILRA | 73 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Max | 72.83 | Not recorded | 69c21ad70636e5bf4afc4d7e | | CLAM | 72.78 | Not recorded | 69c21ad70636e5bf4afc4d7e | | DSMIL | 72.74 | Not recorded | 69c21ad70636e5bf4afc4d7e | | DSMIL | 72.21 | Not recorded | 69c21ad70636e5bf4afc4d7e | | CLAM | 72.08 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Mean | 72.01 | Not recorded | 69c21ad70636e5bf4afc4d7e | | Trans. | 72 | Not recorded | 69c21ad70636e5bf4afc4d7e | | ABMIL | 71.85 | Not recorded | 69c21ad70636e5bf4afc4d7e | | ILRA | 71.64 | Not recorded | 69c21ad70636e5bf4afc4d7e | ### Trans. Balanced Accuracy: 74.4. Result ID: 69c2692647f34ce924aa6007. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH (+Ours)"}. This record does not assert independent reproduction. ### ABMIL Balanced Accuracy: 74.2. Result ID: 69c2692647f34ce924aa6001. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH (+Ours)"}. This record does not assert independent reproduction. ### TransMIL Balanced Accuracy: 73.98. Result ID: 69c2692647f34ce924aa6005. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH (+Ours)"}. This record does not assert independent reproduction. ### Max Balanced Accuracy: 73.63. Result ID: 69c2692647f34ce924aa600d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH (+Ours)"}. This record does not assert independent reproduction. ### Mean Balanced Accuracy: 73.48. Result ID: 69c2692647f34ce924aa600b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH (+Ours)"}. This record does not assert independent reproduction. ### TransMIL Balanced Accuracy: 73.32. Result ID: 69c2692647f34ce924aa6004. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### ILRA Balanced Accuracy: 73. Result ID: 69c2692647f34ce924aa6009. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH (+Ours)"}. This record does not assert independent reproduction. ### Max Balanced Accuracy: 72.83. Result ID: 69c2692647f34ce924aa600c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### CLAM Balanced Accuracy: 72.78. Result ID: 69c2692647f34ce924aa6003. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH (+Ours)"}. This record does not assert independent reproduction. ### DSMIL Balanced Accuracy: 72.74. Result ID: 69c2692647f34ce924aa600f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"MAMMOTH (+Ours)"}. This record does not assert independent reproduction. ### DSMIL Balanced Accuracy: 72.21. Result ID: 69c2692647f34ce924aa600e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### CLAM Balanced Accuracy: 72.08. Result ID: 69c2692647f34ce924aa6002. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### Mean Balanced Accuracy: 72.01. Result ID: 69c2692647f34ce924aa600a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### Trans. Balanced Accuracy: 72. Result ID: 69c2692647f34ce924aa6006. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### ABMIL Balanced Accuracy: 71.85. Result ID: 69c2692647f34ce924aa6000. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Status":"Base"}. This record does not assert independent reproduction. ### ILRA Balanced Accuracy: 71.64. Result ID: 69c2692647f34ce924aa6008. [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.