# Molecular classification on Task 17 Source: [Molecular classification on Task 17]() Collection index: [llms.txt]() Data updated: 2026-03-06T10:06:22.440Z Evaluation of molecular classification performance on the Task 17 dataset, measured using Accuracy (ACC) and Area Under the Curve (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 | Molecular classification | | Dataset (including any stated split) | Task 17 | | 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 | | --- | --- | --- | --- | | CARE | 64.5 | Not recorded | 699fd3722d603e6de3e3be2e | | CHIEF | 64.1 | Not recorded | 699fd3722d603e6de3e3be2e | | Mean-pool | 63.1 | Not recorded | 699fd3722d603e6de3e3be2e | | TITAN | 62.8 | Not recorded | 699fd3722d603e6de3e3be2e | | GigaPath | 62 | Not recorded | 699fd3722d603e6de3e3be2e | | CHIEF | 61.1 | Not recorded | 699fd3722d603e6de3e3be2e | | FEATHER | 59.6 | Not recorded | 699fd3722d603e6de3e3be2e | | TITAN | 59.4 | Not recorded | 699fd3722d603e6de3e3be2e | | CARE | 59 | Not recorded | 699fd3722d603e6de3e3be2e | | TANGLE | 56.1 | Not recorded | 699fd3722d603e6de3e3be2e | | GigaPath | 56 | Not recorded | 699fd3722d603e6de3e3be2e | | TANGLE | 55.1 | Not recorded | 699fd3722d603e6de3e3be2e | | Mean-pool | 55.1 | Not recorded | 699fd3722d603e6de3e3be2e | | PRISM | 54.8 | Not recorded | 699fd3722d603e6de3e3be2e | | PRISM | 54.5 | Not recorded | 699fd3722d603e6de3e3be2e | | FEATHER | 54 | Not recorded | 699fd3722d603e6de3e3be2e | ### CARE Accuracy: 64.5. Result ID: 69aaa7136dbb7075b954e0be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"linear probing (logistic regression)","validation set":"without"}. This record does not assert independent reproduction. ### CHIEF Accuracy: 64.1. Result ID: 69aaa7136dbb7075b954e0b8. [Reporting paper]() Recorded evaluation configuration: {"setting":"linear probing (logistic regression)","validation set":"without"}. This record does not assert independent reproduction. ### Mean-pool Accuracy: 63.1. Result ID: 69aaa7136dbb7075b954e0b7. [Reporting paper]() Recorded evaluation configuration: {"setting":"linear probing (logistic regression)","validation set":"without"}. This record does not assert independent reproduction. ### TITAN Accuracy: 62.8. Result ID: 69aaa7136dbb7075b954e0bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"linear probing (logistic regression)","validation set":"without"}. This record does not assert independent reproduction. ### GigaPath Accuracy: 62. Result ID: 69aaa7136dbb7075b954e0ba. [Reporting paper]() Recorded evaluation configuration: {"setting":"linear probing (logistic regression)","validation set":"without"}. This record does not assert independent reproduction. ### CHIEF Accuracy: 61.1. Result ID: 69aaa7136dbb7075b954e220. [Reporting paper]() Recorded evaluation configuration: {"evaluation\_protocol":"linear probing (kNN)","validation\_set":"none"}. This record does not assert independent reproduction. ### FEATHER Accuracy: 59.6. Result ID: 69aaa7136dbb7075b954e0bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"linear probing (logistic regression)","validation set":"without"}. This record does not assert independent reproduction. ### TITAN Accuracy: 59.4. Result ID: 69aaa7136dbb7075b954e225. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"evaluation\_protocol":"linear probing (kNN)","validation\_set":"none"}. This record does not assert independent reproduction. ### CARE Accuracy: 59. Result ID: 69aaa7136dbb7075b954e226. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"evaluation\_protocol":"linear probing (kNN)","validation\_set":"none"}. This record does not assert independent reproduction. ### TANGLE Accuracy: 56.1. Result ID: 69aaa7136dbb7075b954e223. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"evaluation\_protocol":"linear probing (kNN)","validation\_set":"none"}. This record does not assert independent reproduction. ### GigaPath Accuracy: 56. Result ID: 69aaa7136dbb7075b954e222. [Reporting paper]() Recorded evaluation configuration: {"evaluation\_protocol":"linear probing (kNN)","validation\_set":"none"}. This record does not assert independent reproduction. ### TANGLE Accuracy: 55.1. Result ID: 69aaa7136dbb7075b954e0bb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"setting":"linear probing (logistic regression)","validation set":"without"}. This record does not assert independent reproduction. ### Mean-pool Accuracy: 55.1. Result ID: 69aaa7136dbb7075b954e21f. [Reporting paper]() Recorded evaluation configuration: {"evaluation\_protocol":"linear probing (kNN)","validation\_set":"none"}. This record does not assert independent reproduction. ### PRISM Accuracy: 54.8. Result ID: 69aaa7136dbb7075b954e0b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"linear probing (logistic regression)","validation set":"without"}. This record does not assert independent reproduction. ### PRISM Accuracy: 54.5. Result ID: 69aaa7136dbb7075b954e221. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"evaluation\_protocol":"linear probing (kNN)","validation\_set":"none"}. This record does not assert independent reproduction. ### FEATHER Accuracy: 54. Result ID: 69aaa7136dbb7075b954e224. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"evaluation\_protocol":"linear probing (kNN)","validation\_set":"none"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.