# Extreme Multi-label Text Classification on Amazon-12K Source: [Extreme Multi-label Text Classification on Amazon-12K]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:58:50.800Z Evaluation of Extreme Multi-label Text Classification performance on the Amazon-12K dataset, typically measured using Precision@K and nDCG@K metrics. 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 | Extreme Multi-label Text Classification | | Dataset (including any stated split) | Amazon-12K | | Metric | Precision@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 5 of 5 | | 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 - [Precision@1](): Higher is better; unit: PERCENT. - [Precision@3](): Higher is better; unit: PERCENT. - [Precision@5](): Higher is better; unit: PERCENT. - [nDCG@3](): Higher is better; unit: PERCENT. - [nDCG@5](): Higher is better; unit: PERCENT. ## Recorded results | Method | Precision@1 | Result date | Report paper | | --- | --- | --- | --- | | LAHA | 94.87 | Not recorded | 68fa65fb1e209131cea0db2e | | PfastreXML | 93.95 | Not recorded | 68fa65fb1e209131cea0db2e | | AttentionXML | 93.75 | Not recorded | 68fa65fb1e209131cea0db2e | | SLEEC | 93.49 | Not recorded | 68fa65fb1e209131cea0db2e | | XML-CNN | 93.15 | Not recorded | 68fa65fb1e209131cea0db2e | ### LAHA Precision@1: 94.87. Result ID: 698cd57d8b517eb4331d0fcc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PfastreXML Precision@1: 93.95. Result ID: 698cd57d8b517eb4331d0fc9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AttentionXML Precision@1: 93.75. Result ID: 698cd57d8b517eb4331d0fcb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SLEEC Precision@1: 93.49. Result ID: 698cd57d8b517eb4331d0fc8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### XML-CNN Precision@1: 93.15. Result ID: 698cd57d8b517eb4331d0fca. [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.