# Classification on Task 10 Source: [Classification on Task 10]() Collection index: [llms.txt]() Data updated: 2026-03-06T10:06:22.274Z Evaluation of Classification performance on the Task 10 dataset, measured using ACC and AUC. 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 | Classification | | Dataset (including any stated split) | Task 10 | | Metric | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [AUC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | GigaPath | 79.7 | Not recorded | 699fd3722d603e6de3e3be2e | | FEATHER | 79.7 | Not recorded | 699fd3722d603e6de3e3be2e | | TANGLE | 78.9 | Not recorded | 699fd3722d603e6de3e3be2e | | PRISM | 78.1 | Not recorded | 699fd3722d603e6de3e3be2e | | CARE | 76.5 | Not recorded | 699fd3722d603e6de3e3be2e | | CHIEF | 76.4 | Not recorded | 699fd3722d603e6de3e3be2e | | TITAN | 73.5 | Not recorded | 699fd3722d603e6de3e3be2e | | Mean-pool | 72.6 | Not recorded | 699fd3722d603e6de3e3be2e | | PRISM | 68.2 | Not recorded | 699fd3722d603e6de3e3be2e | | TITAN | 67 | Not recorded | 699fd3722d603e6de3e3be2e | | CARE | 65.5 | Not recorded | 699fd3722d603e6de3e3be2e | | TANGLE | 63 | Not recorded | 699fd3722d603e6de3e3be2e | | CHIEF | 61.2 | Not recorded | 699fd3722d603e6de3e3be2e | | Mean-pool | 60.9 | Not recorded | 699fd3722d603e6de3e3be2e | | FEATHER | 60.8 | Not recorded | 699fd3722d603e6de3e3be2e | | GigaPath | 57.9 | Not recorded | 699fd3722d603e6de3e3be2e | ### GigaPath Accuracy: 79.7. Result ID: 69aaa7136dbb7075b954e082. [Reporting paper]() Recorded evaluation configuration: {"setting":"fine-tuning"}. This record does not assert independent reproduction. ### FEATHER Accuracy: 79.7. Result ID: 69aaa7136dbb7075b954e084. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"fine-tuning"}. This record does not assert independent reproduction. ### TANGLE Accuracy: 78.9. Result ID: 69aaa7136dbb7075b954e083. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"setting":"fine-tuning"}. This record does not assert independent reproduction. ### PRISM Accuracy: 78.1. Result ID: 69aaa7136dbb7075b954e081. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"fine-tuning"}. This record does not assert independent reproduction. ### CARE Accuracy: 76.5. Result ID: 69aaa7136dbb7075b954e086. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"fine-tuning"}. This record does not assert independent reproduction. ### CHIEF Accuracy: 76.4. Result ID: 69aaa7136dbb7075b954e080. [Reporting paper]() Recorded evaluation configuration: {"setting":"fine-tuning"}. This record does not assert independent reproduction. ### TITAN Accuracy: 73.5. Result ID: 69aaa7136dbb7075b954e085. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"fine-tuning"}. This record does not assert independent reproduction. ### Mean-pool Accuracy: 72.6. Result ID: 69aaa7136dbb7075b954e07f. [Reporting paper]() Recorded evaluation configuration: {"setting":"fine-tuning"}. This record does not assert independent reproduction. ### PRISM Accuracy: 68.2. Result ID: 69aaa7136dbb7075b954e011. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"linear probing (kNN)"}. This record does not assert independent reproduction. ### TITAN Accuracy: 67. Result ID: 69aaa7136dbb7075b954e015. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"linear probing (kNN)"}. This record does not assert independent reproduction. ### CARE Accuracy: 65.5. Result ID: 69aaa7136dbb7075b954e016. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"linear probing (kNN)"}. This record does not assert independent reproduction. ### TANGLE Accuracy: 63. Result ID: 69aaa7136dbb7075b954e013. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"linear probing (kNN)"}. This record does not assert independent reproduction. ### CHIEF Accuracy: 61.2. Result ID: 69aaa7136dbb7075b954e010. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"linear probing (kNN)"}. This record does not assert independent reproduction. ### Mean-pool Accuracy: 60.9. Result ID: 69aaa7136dbb7075b954e00f. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"linear probing (kNN)"}. This record does not assert independent reproduction. ### FEATHER Accuracy: 60.8. Result ID: 69aaa7136dbb7075b954e014. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"linear probing (kNN)"}. This record does not assert independent reproduction. ### GigaPath Accuracy: 57.9. Result ID: 69aaa7136dbb7075b954e012. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"linear probing (kNN)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.