# Partial Multi-Label Learning on emotions (Hamming Loss) Source: [Partial Multi-Label Learning on emotions (Hamming Loss)]() Collection index: [llms.txt]() Data updated: 2026-04-13T08:49:58.872Z Evaluation of Partial Multi-Label Learning performance on the emotions dataset, reporting Hamming 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) | emotions | | Metric | Hamming Loss | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 27 of 27 | | 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 - [Hamming Loss](): Lower is better; unit: PERCENT. ## Recorded results | Method | Hamming Loss | Result date | Report paper | | --- | --- | --- | --- | | PML-MA | 20.2 | Not recorded | 69dc78657d0172140ec78947 | | PML-PLR | 20.4 | Not recorded | 69dc78657d0172140ec78947 | | PAMB | 20.5 | Not recorded | 69dc78657d0172140ec78947 | | PML-MA | 20.9 | Not recorded | 69dc78657d0172140ec78947 | | PML-ND | 21 | Not recorded | 69dc78657d0172140ec78947 | | PML-PLR | 21.5 | Not recorded | 69dc78657d0172140ec78947 | | FBD-PML | 21.8 | Not recorded | 69dc78657d0172140ec78947 | | PAMB | 22.1 | Not recorded | 69dc78657d0172140ec78947 | | P-LENFN | 22.6 | Not recorded | 69dc78657d0172140ec78947 | | PML-ND | 22.8 | Not recorded | 69dc78657d0172140ec78947 | | PARTICLE | 23.5 | Not recorded | 69dc78657d0172140ec78947 | | FBD-PML | 23.5 | Not recorded | 69dc78657d0172140ec78947 | | PML-MA | 24 | Not recorded | 69dc78657d0172140ec78947 | | PML-PLR | 24.2 | Not recorded | 69dc78657d0172140ec78947 | | PAMB | 24.3 | Not recorded | 69dc78657d0172140ec78947 | | P-LENFN | 24.7 | Not recorded | 69dc78657d0172140ec78947 | | PML-ND | 24.8 | Not recorded | 69dc78657d0172140ec78947 | | PARTICLE | 25.3 | Not recorded | 69dc78657d0172140ec78947 | | FBD-PML | 25.5 | Not recorded | 69dc78657d0172140ec78947 | | P-LENFN | 26.1 | Not recorded | 69dc78657d0172140ec78947 | | PML-NI | 31.2 | Not recorded | 69dc78657d0172140ec78947 | | PML-fp | 37.7 | Not recorded | 69dc78657d0172140ec78947 | | PARTICLE | 40.4 | Not recorded | 69dc78657d0172140ec78947 | | PML-NI | 50 | Not recorded | 69dc78657d0172140ec78947 | | PML-NI | 66.6 | Not recorded | 69dc78657d0172140ec78947 | | PML-fp | 70.5 | Not recorded | 69dc78657d0172140ec78947 | | PML-fp | 71.2 | Not recorded | 69dc78657d0172140ec78947 | ### PML-MA Hamming Loss: 20.2. Result ID: 69dcadef47f34ce924c3b47c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"avg.#CLs":"3"}. This record does not assert independent reproduction. ### PML-PLR Hamming Loss: 20.4. Result ID: 69dcadef47f34ce924c3b47d. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"3"}. This record does not assert independent reproduction. ### PAMB Hamming Loss: 20.5. Result ID: 69dcadef47f34ce924c3b481. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"3"}. This record does not assert independent reproduction. ### PML-MA Hamming Loss: 20.9. Result ID: 69dcadef47f34ce924c3b485. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"avg.#CLs":"4"}. This record does not assert independent reproduction. ### PML-ND Hamming Loss: 21. Result ID: 69dcadef47f34ce924c3b47f. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"3"}. This record does not assert independent reproduction. ### PML-PLR Hamming Loss: 21.5. Result ID: 69dcadef47f34ce924c3b486. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"4"}. This record does not assert independent reproduction. ### FBD-PML Hamming Loss: 21.8. Result ID: 69dcadef47f34ce924c3b47e. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"3"}. This record does not assert independent reproduction. ### PAMB Hamming Loss: 22.1. Result ID: 69dcadef47f34ce924c3b48a. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"4"}. This record does not assert independent reproduction. ### P-LENFN Hamming Loss: 22.6. Result ID: 69dcadef47f34ce924c3b480. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"3"}. This record does not assert independent reproduction. ### PML-ND Hamming Loss: 22.8. Result ID: 69dcadef47f34ce924c3b488. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"4"}. This record does not assert independent reproduction. ### PARTICLE Hamming Loss: 23.5. Result ID: 69dcadef47f34ce924c3b483. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"3"}. This record does not assert independent reproduction. ### FBD-PML Hamming Loss: 23.5. Result ID: 69dcadef47f34ce924c3b487. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"4"}. This record does not assert independent reproduction. ### PML-MA Hamming Loss: 24. Result ID: 69dcadef47f34ce924c3b48e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"avg.#CLs":"5"}. This record does not assert independent reproduction. ### PML-PLR Hamming Loss: 24.2. Result ID: 69dcadef47f34ce924c3b48f. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"5"}. This record does not assert independent reproduction. ### PAMB Hamming Loss: 24.3. Result ID: 69dcadef47f34ce924c3b493. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"5"}. This record does not assert independent reproduction. ### P-LENFN Hamming Loss: 24.7. Result ID: 69dcadef47f34ce924c3b489. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"4"}. This record does not assert independent reproduction. ### PML-ND Hamming Loss: 24.8. Result ID: 69dcadef47f34ce924c3b491. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"5"}. This record does not assert independent reproduction. ### PARTICLE Hamming Loss: 25.3. Result ID: 69dcadef47f34ce924c3b48c. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"4"}. This record does not assert independent reproduction. ### FBD-PML Hamming Loss: 25.5. Result ID: 69dcadef47f34ce924c3b490. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"5"}. This record does not assert independent reproduction. ### P-LENFN Hamming Loss: 26.1. Result ID: 69dcadef47f34ce924c3b492. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"5"}. This record does not assert independent reproduction. ### PML-NI Hamming Loss: 31.2. Result ID: 69dcadef47f34ce924c3b482. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"3"}. This record does not assert independent reproduction. ### PML-fp Hamming Loss: 37.7. Result ID: 69dcadef47f34ce924c3b484. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"3"}. This record does not assert independent reproduction. ### PARTICLE Hamming Loss: 40.4. Result ID: 69dcadef47f34ce924c3b495. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"5"}. This record does not assert independent reproduction. ### PML-NI Hamming Loss: 50. Result ID: 69dcadef47f34ce924c3b48b. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"4"}. This record does not assert independent reproduction. ### PML-NI Hamming Loss: 66.6. Result ID: 69dcadef47f34ce924c3b494. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"5"}. This record does not assert independent reproduction. ### PML-fp Hamming Loss: 70.5. Result ID: 69dcadef47f34ce924c3b48d. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"4"}. This record does not assert independent reproduction. ### PML-fp Hamming Loss: 71.2. Result ID: 69dcadef47f34ce924c3b496. [Reporting paper]() Recorded evaluation configuration: {"avg.#CLs":"5"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.