# Partial Multi-Label Learning on health (Average Precision) Source: [Partial Multi-Label Learning on health (Average Precision)]() Collection index: [llms.txt]() Data updated: 2026-04-13T08:49:59.751Z Evaluation of Partial Multi-Label Learning performance on the health dataset, reporting Average Precision. 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 | Average Precision | | 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 - [Average Precision](): Higher is better; unit: PERCENT. ## Recorded results | Method | Average Precision | Result date | Report paper | | --- | --- | --- | --- | | PML-MA | 77.1 | Not recorded | 69dc78657d0172140ec78947 | | PML-PLR | 76.8 | Not recorded | 69dc78657d0172140ec78947 | | PML-ND | 76.7 | Not recorded | 69dc78657d0172140ec78947 | | FBD-PML | 76.2 | Not recorded | 69dc78657d0172140ec78947 | | PML-fp | 76 | Not recorded | 69dc78657d0172140ec78947 | | PML-MA | 75.3 | Not recorded | 69dc78657d0172140ec78947 | | PML-PLR | 75 | Not recorded | 69dc78657d0172140ec78947 | | P-LENFN | 75 | Not recorded | 69dc78657d0172140ec78947 | | PML-ND | 74.5 | Not recorded | 69dc78657d0172140ec78947 | | FBD-PML | 74 | Not recorded | 69dc78657d0172140ec78947 | | PML-fp | 73.6 | Not recorded | 69dc78657d0172140ec78947 | | P-LENFN | 73.3 | Not recorded | 69dc78657d0172140ec78947 | | PML-NI | 72.3 | Not recorded | 69dc78657d0172140ec78947 | | PML-NI | 69.3 | Not recorded | 69dc78657d0172140ec78947 | | PAMB | 68 | Not recorded | 69dc78657d0172140ec78947 | | PAMB | 65.7 | Not recorded | 69dc78657d0172140ec78947 | | PARTICLE | 50.1 | Not recorded | 69dc78657d0172140ec78947 | | PARTICLE | 49.7 | Not recorded | 69dc78657d0172140ec78947 | ### PML-MA Average Precision: 77.1. Result ID: 69dcadef47f34ce924c3b70d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"avg.#CLs":"7"}. This record does not assert independent reproduction. ### PML-PLR Average Precision: 76.8. Result ID: 69dcadef47f34ce924c3b70f. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"7"}. This record does not assert independent reproduction. ### PML-ND Average Precision: 76.7. Result ID: 69dcadef47f34ce924c3b713. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"7"}. This record does not assert independent reproduction. ### FBD-PML Average Precision: 76.2. Result ID: 69dcadef47f34ce924c3b711. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"7"}. This record does not assert independent reproduction. ### PML-fp Average Precision: 76. Result ID: 69dcadef47f34ce924c3b71d. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"7"}. This record does not assert independent reproduction. ### PML-MA Average Precision: 75.3. Result ID: 69dcadef47f34ce924c3b70e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"avg.#CLs":"9"}. This record does not assert independent reproduction. ### PML-PLR Average Precision: 75. Result ID: 69dcadef47f34ce924c3b710. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"9"}. This record does not assert independent reproduction. ### P-LENFN Average Precision: 75. Result ID: 69dcadef47f34ce924c3b715. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"7"}. This record does not assert independent reproduction. ### PML-ND Average Precision: 74.5. Result ID: 69dcadef47f34ce924c3b714. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"9"}. This record does not assert independent reproduction. ### FBD-PML Average Precision: 74. Result ID: 69dcadef47f34ce924c3b712. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"9"}. This record does not assert independent reproduction. ### PML-fp Average Precision: 73.6. Result ID: 69dcadef47f34ce924c3b71e. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"9"}. This record does not assert independent reproduction. ### P-LENFN Average Precision: 73.3. Result ID: 69dcadef47f34ce924c3b716. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"9"}. This record does not assert independent reproduction. ### PML-NI Average Precision: 72.3. Result ID: 69dcadef47f34ce924c3b719. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"7"}. This record does not assert independent reproduction. ### PML-NI Average Precision: 69.3. Result ID: 69dcadef47f34ce924c3b71a. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"9"}. This record does not assert independent reproduction. ### PAMB Average Precision: 68. Result ID: 69dcadef47f34ce924c3b717. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"7"}. This record does not assert independent reproduction. ### PAMB Average Precision: 65.7. Result ID: 69dcadef47f34ce924c3b718. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"9"}. This record does not assert independent reproduction. ### PARTICLE Average Precision: 50.1. Result ID: 69dcadef47f34ce924c3b71b. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"7"}. This record does not assert independent reproduction. ### PARTICLE Average Precision: 49.7. Result ID: 69dcadef47f34ce924c3b71c. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"9"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.