# Few-shot tissue subtyping and mutation prediction on CPTAC k=10 positive samples (test) Source: [Few-shot tissue subtyping and mutation prediction on CPTAC k=10 positive samples (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:48:22.427Z Evaluation of few-shot learning models for predicting tissue subtypes and mutations using a specific subset (k=10 positive samples) of the CPTAC dataset, reporting performance across various specific molecular markers. 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 | Few-shot tissue subtyping and mutation prediction | | Dataset (including any stated split) | CPTAC k=10 positive samples (test) | | Metric | LUNG-ST | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 - [LUNG-ST](): Higher is better; unit: PERCENT. - [LUAD-STK11](): Higher is better; unit: PERCENT. - [LUAD-EGFR](): Higher is better; unit: PERCENT. - [LUAD-TP53](): Higher is better; unit: PERCENT. - [BRCA-ESR1](): Higher is better; unit: PERCENT. - [BRCA-PGR](): Higher is better; unit: PERCENT. - [BRCA-ERBB2](): Higher is better; unit: PERCENT. - [COAD-MSI](): Higher is better; unit: PERCENT. - [COAD-BRAF](): Higher is better; unit: PERCENT. - [COAD-Side](): Higher is better; unit: PERCENT. - [Average Performance](): Higher is better; unit: PERCENT. ## Recorded results | Method | LUNG-ST | Result date | Report paper | | --- | --- | --- | --- | | PRISM | 92.8 | Not recorded | 68fa77981e209131cea743e8 | | MADELEINE | 80.2 | Not recorded | 68fa77981e209131cea743e8 | | COBRA-V2 | 80 | Not recorded | 68fa77981e209131cea743e8 | | COBRA-H0 | 78.9 | Not recorded | 68fa77981e209131cea743e8 | | COBRA-UNI | 75.5 | Not recorded | 68fa77981e209131cea743e8 | | CONCH | 72.8 | Not recorded | 68fa77981e209131cea743e8 | | COBRA-CTP | 72.5 | Not recorded | 68fa77981e209131cea743e8 | | CHIEF | 67.8 | Not recorded | 68fa77981e209131cea743e8 | | Virchow-2 | 62.4 | Not recorded | 68fa77981e209131cea743e8 | | GigaPath-SE | 60.8 | Not recorded | 68fa77981e209131cea743e8 | | GigaPath | 59.3 | Not recorded | 68fa77981e209131cea743e8 | | Virchow | 58.5 | Not recorded | 68fa77981e209131cea743e8 | | CTransPath | 58 | Not recorded | 68fa77981e209131cea743e8 | | H-Optimus-0 | 57.7 | Not recorded | 68fa77981e209131cea743e8 | | UNI | 55.8 | Not recorded | 68fa77981e209131cea743e8 | ### PRISM LUNG-ST: 92.8. Result ID: 69954bea3badfaffe63b1c9b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":10,"training\_source":"TCGA"}. This record does not assert independent reproduction. ### MADELEINE LUNG-ST: 80.2. Result ID: 69954bea3badfaffe63b1c96. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":10,"training\_source":"TCGA"}. This record does not assert independent reproduction. ### COBRA-V2 LUNG-ST: 80. Result ID: 69954bea3badfaffe63b1c9a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":10,"training\_source":"TCGA","backbone":"Virchow-2"}. This record does not assert independent reproduction. ### COBRA-H0 LUNG-ST: 78.9. Result ID: 69954bea3badfaffe63b1c97. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":10,"training\_source":"TCGA","backbone":"H-Optimus-0"}. This record does not assert independent reproduction. ### COBRA-UNI LUNG-ST: 75.5. Result ID: 69954bea3badfaffe63b1c99. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":10,"training\_source":"TCGA","backbone":"UNI"}. This record does not assert independent reproduction. ### CONCH LUNG-ST: 72.8. Result ID: 69954bea3badfaffe63b1c93. [Reporting paper]() Recorded evaluation configuration: {"k":10,"training\_source":"TCGA"}. This record does not assert independent reproduction. ### COBRA-CTP LUNG-ST: 72.5. Result ID: 69954bea3badfaffe63b1c98. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":10,"training\_source":"TCGA","backbone":"CTransPath"}. This record does not assert independent reproduction. ### CHIEF LUNG-ST: 67.8. Result ID: 69954bea3badfaffe63b1c95. [Reporting paper]() Recorded evaluation configuration: {"k":10,"training\_source":"TCGA"}. This record does not assert independent reproduction. ### Virchow-2 LUNG-ST: 62.4. Result ID: 69954bea3badfaffe63b1c92. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k":10,"training\_source":"TCGA"}. This record does not assert independent reproduction. ### GigaPath-SE LUNG-ST: 60.8. Result ID: 69954bea3badfaffe63b1c94. [Reporting paper]() Recorded evaluation configuration: {"k":10,"training\_source":"TCGA","Slide Encoder":true}. This record does not assert independent reproduction. ### GigaPath LUNG-ST: 59.3. Result ID: 69954bea3badfaffe63b1c91. [Reporting paper]() Recorded evaluation configuration: {"k":10,"training\_source":"TCGA"}. This record does not assert independent reproduction. ### Virchow LUNG-ST: 58.5. Result ID: 69954bea3badfaffe63b1c8e. [Reporting paper]() Recorded evaluation configuration: {"k":10,"training\_source":"TCGA"}. This record does not assert independent reproduction. ### CTransPath LUNG-ST: 58. Result ID: 69954bea3badfaffe63b1c8d. [Reporting paper]() Recorded evaluation configuration: {"k":10,"training\_source":"TCGA"}. This record does not assert independent reproduction. ### H-Optimus-0 LUNG-ST: 57.7. Result ID: 69954bea3badfaffe63b1c8f. [Reporting paper]() Recorded evaluation configuration: {"k":10,"training\_source":"TCGA"}. This record does not assert independent reproduction. ### UNI LUNG-ST: 55.8. Result ID: 69954bea3badfaffe63b1c90. [Reporting paper]() Recorded evaluation configuration: {"k":10,"training\_source":"TCGA"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.