# Metabolite Identification on MoNA Source: [Metabolite Identification on MoNA]() Collection index: [llms.txt]() Data updated: 2026-03-17T07:40:05.978Z Evaluation of Metabolite Identification performance on the MoNA dataset, measured by 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 | Metabolite Identification | | Dataset (including any stated split) | MoNA | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | MS2MetGAN | 77.19 | Not recorded | 69b8e0080636e5bf4afbe9ca | | MS2MetGAN | 72.81 | Not recorded | 69b8e0080636e5bf4afbe9ca | | CFM-ID | 62.57 | Not recorded | 69b8e0080636e5bf4afbe9ca | | CSU-MS2 | 57.31 | Not recorded | 69b8e0080636e5bf4afbe9ca | | CSU-MS2 | 57.02 | Not recorded | 69b8e0080636e5bf4afbe9ca | | SF-Matching | 50 | Not recorded | 69b8e0080636e5bf4afbe9ca | | MIDAS | 41.23 | Not recorded | 69b8e0080636e5bf4afbe9ca | | SF-Matching | 34.21 | Not recorded | 69b8e0080636e5bf4afbe9ca | | MAGMa+ | 32.46 | Not recorded | 69b8e0080636e5bf4afbe9ca | | MIDAS | 26.02 | Not recorded | 69b8e0080636e5bf4afbe9ca | | MetFrag | 26.02 | Not recorded | 69b8e0080636e5bf4afbe9ca | | MAGMa+ | 22.22 | Not recorded | 69b8e0080636e5bf4afbe9ca | | CSI:FingerID | 19.88 | Not recorded | 69b8e0080636e5bf4afbe9ca | | CSI:FingerID | 18.13 | Not recorded | 69b8e0080636e5bf4afbe9ca | | CMSSP | 8.48 | Not recorded | 69b8e0080636e5bf4afbe9ca | | CFM-ID | 6.73 | Not recorded | 69b8e0080636e5bf4afbe9ca | | CMSSP | 6.73 | Not recorded | 69b8e0080636e5bf4afbe9ca | | MetFrag | 3.8 | Not recorded | 69b8e0080636e5bf4afbe9ca | ### MS2MetGAN Accuracy: 77.19. Result ID: 69b904fc47f34ce924a133af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MS2MetGAN Accuracy: 72.81. Result ID: 69b904fc47f34ce924a13402. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CFM-ID Accuracy: 62.57. Result ID: 69b904fc47f34ce924a133ab. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CSU-MS2 Accuracy: 57.31. Result ID: 69b904fc47f34ce924a133ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CSU-MS2 Accuracy: 57.02. Result ID: 69b904fc47f34ce924a13401. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SF-Matching Accuracy: 50. Result ID: 69b904fc47f34ce924a133a8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MIDAS Accuracy: 41.23. Result ID: 69b904fc47f34ce924a133fa. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SF-Matching Accuracy: 34.21. Result ID: 69b904fc47f34ce924a133fb. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MAGMa+ Accuracy: 32.46. Result ID: 69b904fc47f34ce924a133fc. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MIDAS Accuracy: 26.02. Result ID: 69b904fc47f34ce924a133a7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MetFrag Accuracy: 26.02. Result ID: 69b904fc47f34ce924a133ac. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MAGMa+ Accuracy: 22.22. Result ID: 69b904fc47f34ce924a133a9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CSI:FingerID Accuracy: 19.88. Result ID: 69b904fc47f34ce924a133fd. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CSI:FingerID Accuracy: 18.13. Result ID: 69b904fc47f34ce924a133aa. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CMSSP Accuracy: 8.48. Result ID: 69b904fc47f34ce924a133ad. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CFM-ID Accuracy: 6.73. Result ID: 69b904fc47f34ce924a133fe. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CMSSP Accuracy: 6.73. Result ID: 69b904fc47f34ce924a13400. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MetFrag Accuracy: 3.8. Result ID: 69b904fc47f34ce924a133ff. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.