# Next-item recommendation on Amazon Movies-TV public (test) Source: [Next-item recommendation on Amazon Movies-TV public (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:24:26.483Z Evaluation of Next-item Recommendation performance on the test split of the Amazon Movies-TV public dataset, measured using AUC. 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 | Next-item recommendation | | Dataset (including any stated split) | Amazon Movies-TV public (test) | | Metric | AUC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 - [AUC](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUC | Result date | Report paper | | --- | --- | --- | --- | | TLSAN | 89.86 | Not recorded | 68fa69901e209131cea22adf | | Bi-LSTM | 87.43 | Not recorded | 68fa69901e209131cea22adf | | ATRank | 86.62 | Not recorded | 68fa69901e209131cea22adf | | PACA | 80.55 | Not recorded | 68fa69901e209131cea22adf | | LSPM | 80.03 | Not recorded | 68fa69901e209131cea22adf | | CSAN- | 79.58 | Not recorded | 68fa69901e209131cea22adf | | SHAN | 77.71 | Not recorded | 68fa69901e209131cea22adf | | BPR-MF | 76.54 | Not recorded | 68fa69901e209131cea22adf | | CNN | 74.79 | Not recorded | 68fa69901e209131cea22adf | ### TLSAN AUC: 89.86. Result ID: 698db7268b517eb43323481f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Bi-LSTM AUC: 87.43. Result ID: 698db7268b517eb43323481d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ATRank AUC: 86.62. Result ID: 698db7268b517eb433234817. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PACA AUC: 80.55. Result ID: 698db7268b517eb43323481c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LSPM AUC: 80.03. Result ID: 698db7268b517eb43323481b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CSAN- AUC: 79.58. Result ID: 698db7268b517eb43323481a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SHAN AUC: 77.71. Result ID: 698db7268b517eb43323481e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BPR-MF AUC: 76.54. Result ID: 698db7268b517eb433234818. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CNN AUC: 74.79. Result ID: 698db7268b517eb433234819. [Reporting paper]() [Method origin 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.