# Partial Multi-Label Learning on health (One-error) Source: [Partial Multi-Label Learning on health (One-error)]() Collection index: [llms.txt]() Data updated: 2026-04-13T08:49:59.356Z Evaluation of Partial Multi-Label Learning performance on the health dataset, reporting One-error. 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) | health | | Metric | One-Error | | Unit | PERCENT | | Direction | Lower 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 - [One-Error](): Lower is better; unit: PERCENT. ## Recorded results | Method | One-Error | Result date | Report paper | | --- | --- | --- | --- | | PML-MA | 25.3 | Not recorded | 69dc78657d0172140ec78947 | | PML-PLR | 25.8 | Not recorded | 69dc78657d0172140ec78947 | | PML-ND | 26.2 | Not recorded | 69dc78657d0172140ec78947 | | FBD-PML | 26.6 | Not recorded | 69dc78657d0172140ec78947 | | PML-MA | 26.7 | Not recorded | 69dc78657d0172140ec78947 | | PML-fp | 26.9 | Not recorded | 69dc78657d0172140ec78947 | | PML-PLR | 27.3 | Not recorded | 69dc78657d0172140ec78947 | | PML-ND | 27.7 | Not recorded | 69dc78657d0172140ec78947 | | P-LENFN | 28.3 | Not recorded | 69dc78657d0172140ec78947 | | FBD-PML | 28.8 | Not recorded | 69dc78657d0172140ec78947 | | P-LENFN | 29.5 | Not recorded | 69dc78657d0172140ec78947 | | PML-NI | 29.8 | Not recorded | 69dc78657d0172140ec78947 | | PML-fp | 30.3 | Not recorded | 69dc78657d0172140ec78947 | | PML-NI | 32.4 | Not recorded | 69dc78657d0172140ec78947 | | PAMB | 39.6 | Not recorded | 69dc78657d0172140ec78947 | | PAMB | 42.9 | Not recorded | 69dc78657d0172140ec78947 | | PARTICLE | 54.5 | Not recorded | 69dc78657d0172140ec78947 | | PARTICLE | 57.6 | Not recorded | 69dc78657d0172140ec78947 | ### PML-MA One-Error: 25.3. Result ID: 69dcadef47f34ce924c3b5ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"avg.#CLs":"7"}. This record does not assert independent reproduction. ### PML-PLR One-Error: 25.8. Result ID: 69dcadef47f34ce924c3b600. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"7"}. This record does not assert independent reproduction. ### PML-ND One-Error: 26.2. Result ID: 69dcadef47f34ce924c3b602. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"7"}. This record does not assert independent reproduction. ### FBD-PML One-Error: 26.6. Result ID: 69dcadef47f34ce924c3b601. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"7"}. This record does not assert independent reproduction. ### PML-MA One-Error: 26.7. Result ID: 69dcadef47f34ce924c3b608. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"avg.#CLs":"9"}. This record does not assert independent reproduction. ### PML-fp One-Error: 26.9. Result ID: 69dcadef47f34ce924c3b607. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"7"}. This record does not assert independent reproduction. ### PML-PLR One-Error: 27.3. Result ID: 69dcadef47f34ce924c3b609. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"9"}. This record does not assert independent reproduction. ### PML-ND One-Error: 27.7. Result ID: 69dcadef47f34ce924c3b60b. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"9"}. This record does not assert independent reproduction. ### P-LENFN One-Error: 28.3. Result ID: 69dcadef47f34ce924c3b603. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"7"}. This record does not assert independent reproduction. ### FBD-PML One-Error: 28.8. Result ID: 69dcadef47f34ce924c3b60a. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"9"}. This record does not assert independent reproduction. ### P-LENFN One-Error: 29.5. Result ID: 69dcadef47f34ce924c3b60c. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"9"}. This record does not assert independent reproduction. ### PML-NI One-Error: 29.8. Result ID: 69dcadef47f34ce924c3b605. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"7"}. This record does not assert independent reproduction. ### PML-fp One-Error: 30.3. Result ID: 69dcadef47f34ce924c3b610. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"9"}. This record does not assert independent reproduction. ### PML-NI One-Error: 32.4. Result ID: 69dcadef47f34ce924c3b60e. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"9"}. This record does not assert independent reproduction. ### PAMB One-Error: 39.6. Result ID: 69dcadef47f34ce924c3b604. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"7"}. This record does not assert independent reproduction. ### PAMB One-Error: 42.9. Result ID: 69dcadef47f34ce924c3b60d. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"9"}. This record does not assert independent reproduction. ### PARTICLE One-Error: 54.5. Result ID: 69dcadef47f34ce924c3b60f. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"9"}. This record does not assert independent reproduction. ### PARTICLE One-Error: 57.6. Result ID: 69dcadef47f34ce924c3b606. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"7"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.