# Partial Multi-Label Learning on YeastBP (Ranking Loss) Source: [Partial Multi-Label Learning on YeastBP (Ranking Loss)]() Collection index: [llms.txt]() Data updated: 2026-04-13T09:33:21.885Z Evaluation of Partial Multi-Label Learning performance on the YeastBP dataset, measured by Ranking Loss. 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 | Partial Multi-Label Learning | | Dataset (including any stated split) | YeastBP | | Metric | Ranking Loss | | Unit | SCALAR | | Direction | Lower 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 - [Ranking Loss](): Lower is better; unit: SCALAR. ## Recorded results | Method | Ranking Loss | Result date | Report paper | | --- | --- | --- | --- | | PML-MA | 0.195 | Not recorded | 69dc78657d0172140ec78947 | | WSC-PML | 0.199 | Not recorded | 69dc78787d0172140ec78a6e | | PML-PLR | 0.208 | Not recorded | 69dc78657d0172140ec78947 | | PML-ND | 0.215 | Not recorded | 69dc78657d0172140ec78947 | | PML-NI | 0.22 | Not recorded | 69dc78657d0172140ec78947 | | PML-NI | 0.22 | Not recorded | 69dc78787d0172140ec78a6e | | FBD-PML | 0.225 | Not recorded | 69dc78657d0172140ec78947 | | PML-LENFN | 0.226 | Not recorded | 69dc78787d0172140ec78a6e | | NLR | 0.228 | Not recorded | 69dc78787d0172140ec78a6e | | PAMB | 0.23 | Not recorded | 69dc78657d0172140ec78947 | | PAMB | 0.23 | Not recorded | 69dc78787d0172140ec78a6e | | FBD-PML | 0.251 | Not recorded | 69dc78787d0172140ec78a6e | | P-LENFN | 0.256 | Not recorded | 69dc78657d0172140ec78947 | | PML-fp | 0.269 | Not recorded | 69dc78657d0172140ec78947 | | PML-fp | 0.269 | Not recorded | 69dc78787d0172140ec78a6e | | PARTICLE | 0.404 | Not recorded | 69dc78657d0172140ec78947 | ### PML-MA Ranking Loss: 0.195. Result ID: 69dcadef47f34ce924c3b335. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Average Candidate Labels":"18.84"}. This record does not assert independent reproduction. ### WSC-PML Ranking Loss: 0.199. Result ID: 69dcb84a47f34ce924c3fecc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Avg#CLS":"5.93"}. This record does not assert independent reproduction. ### PML-PLR Ranking Loss: 0.208. Result ID: 69dcadef47f34ce924c3b336. [Reporting paper]() Recorded evaluation configuration: {"Average Candidate Labels":"18.84"}. This record does not assert independent reproduction. ### PML-ND Ranking Loss: 0.215. Result ID: 69dcadef47f34ce924c3b338. [Reporting paper]() Recorded evaluation configuration: {"Average Candidate Labels":"18.84"}. This record does not assert independent reproduction. ### PML-NI Ranking Loss: 0.22. Result ID: 69dcadef47f34ce924c3b33b. [Reporting paper]() Recorded evaluation configuration: {"Average Candidate Labels":"18.84"}. This record does not assert independent reproduction. ### PML-NI Ranking Loss: 0.22. Result ID: 69dcb84a47f34ce924c3fed1. [Reporting paper]() Recorded evaluation configuration: {"Avg#CLS":"5.93"}. This record does not assert independent reproduction. ### FBD-PML Ranking Loss: 0.225. Result ID: 69dcadef47f34ce924c3b337. [Reporting paper]() Recorded evaluation configuration: {"Average Candidate Labels":"18.84"}. This record does not assert independent reproduction. ### PML-LENFN Ranking Loss: 0.226. Result ID: 69dcb84a47f34ce924c3fece. [Reporting paper]() Recorded evaluation configuration: {"Avg#CLS":"5.93"}. This record does not assert independent reproduction. ### NLR Ranking Loss: 0.228. Result ID: 69dcb84a47f34ce924c3fecf. [Reporting paper]() Recorded evaluation configuration: {"Avg#CLS":"5.93"}. This record does not assert independent reproduction. ### PAMB Ranking Loss: 0.23. Result ID: 69dcadef47f34ce924c3b33a. [Reporting paper]() Recorded evaluation configuration: {"Average Candidate Labels":"18.84"}. This record does not assert independent reproduction. ### PAMB Ranking Loss: 0.23. Result ID: 69dcb84a47f34ce924c3fed0. [Reporting paper]() Recorded evaluation configuration: {"Avg#CLS":"5.93"}. This record does not assert independent reproduction. ### FBD-PML Ranking Loss: 0.251. Result ID: 69dcb84a47f34ce924c3fecd. [Reporting paper]() Recorded evaluation configuration: {"Avg#CLS":"5.93"}. This record does not assert independent reproduction. ### P-LENFN Ranking Loss: 0.256. Result ID: 69dcadef47f34ce924c3b339. [Reporting paper]() Recorded evaluation configuration: {"Average Candidate Labels":"18.84"}. This record does not assert independent reproduction. ### PML-fp Ranking Loss: 0.269. Result ID: 69dcadef47f34ce924c3b33d. [Reporting paper]() Recorded evaluation configuration: {"Average Candidate Labels":"18.84"}. This record does not assert independent reproduction. ### PML-fp Ranking Loss: 0.269. Result ID: 69dcb84a47f34ce924c3fed2. [Reporting paper]() Recorded evaluation configuration: {"Avg#CLS":"5.93"}. This record does not assert independent reproduction. ### PARTICLE Ranking Loss: 0.404. Result ID: 69dcadef47f34ce924c3b33c. [Reporting paper]() Recorded evaluation configuration: {"Average Candidate Labels":"18.84"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.