# Recommendation on MovieLens (Recall@20 and NDCG@20) Source: [Recommendation on MovieLens (Recall@20 and NDCG@20)]() Collection index: [llms.txt]() Data updated: 2026-05-26T07:20:12.286Z Evaluation of recommendation performance on the MovieLens dataset, specifically measured using Recall and Normalized Discounted Cumulative Gain (NDCG) at K=20. 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 | Recommendation | | Dataset (including any stated split) | MovieLens | | Metric | Recall@20 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Recall@20](): Higher is better; unit: PERCENT. - [NDCG@20](): Higher is better; unit: PERCENT. ## Recorded results | Method | Recall@20 | Result date | Report paper | | --- | --- | --- | --- | | SimGCL | 26.02 | Not recorded | 6a152903dbd7150506f7ddeb | | Full Model | 25.98 | Not recorded | 69e705237d0172140ec7f2dc | | SimGCL | 25.63 | Not recorded | 6a152903dbd7150506f7ddeb | | LightGCN | 25.44 | Not recorded | 6a152903dbd7150506f7ddeb | | SimGCL | 25.23 | Not recorded | 6a152903dbd7150506f7ddeb | | NCL | 25.01 | Not recorded | 6a152903dbd7150506f7ddeb | | NCL | 24.93 | Not recorded | 6a152903dbd7150506f7ddeb | | LightGCN | 24.87 | Not recorded | 6a152903dbd7150506f7ddeb | | NCL | 24.52 | Not recorded | 6a152903dbd7150506f7ddeb | | SimGCL | 23.54 | Not recorded | 6a152903dbd7150506f7ddeb | | LightGCN | 23.28 | Not recorded | 6a152903dbd7150506f7ddeb | | NCL | 21.68 | Not recorded | 6a152903dbd7150506f7ddeb | | BACO | 21.362 | Not recorded | 69e705237d0172140ec7f2dc | | LightGCN | 21.34 | Not recorded | 6a152903dbd7150506f7ddeb | | Leiden | 20.878 | Not recorded | 69e705237d0172140ec7f2dc | | GraphHash | 20.631 | Not recorded | 69e705237d0172140ec7f2dc | ### SimGCL Recall@20: 26.02. Result ID: 6a154991fbc373592c0c3fa5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"NT-SSM"}. This record does not assert independent reproduction. ### Full Model Recall@20: 25.98. Result ID: 69e7797c47f34ce924cf5828. [Reporting paper]() Recorded evaluation configuration: {"Param":"17.0M"}. This record does not assert independent reproduction. ### SimGCL Recall@20: 25.63. Result ID: 6a154991fbc373592c0c3fa3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"NT-BPR"}. This record does not assert independent reproduction. ### LightGCN Recall@20: 25.44. Result ID: 6a154991fbc373592c0c3fa1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"NT-SSM"}. This record does not assert independent reproduction. ### SimGCL Recall@20: 25.23. Result ID: 6a154991fbc373592c0c3fa2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"BPR"}. This record does not assert independent reproduction. ### NCL Recall@20: 25.01. Result ID: 6a154991fbc373592c0c3fa7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"NT-BPR"}. This record does not assert independent reproduction. ### NCL Recall@20: 24.93. Result ID: 6a154991fbc373592c0c3fa9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"NT-SSM"}. This record does not assert independent reproduction. ### LightGCN Recall@20: 24.87. Result ID: 6a154991fbc373592c0c3f9f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"NT-BPR"}. This record does not assert independent reproduction. ### NCL Recall@20: 24.52. Result ID: 6a154991fbc373592c0c3fa6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"BPR"}. This record does not assert independent reproduction. ### SimGCL Recall@20: 23.54. Result ID: 6a154991fbc373592c0c3fa4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"SSM"}. This record does not assert independent reproduction. ### LightGCN Recall@20: 23.28. Result ID: 6a154991fbc373592c0c3f9e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"BPR"}. This record does not assert independent reproduction. ### NCL Recall@20: 21.68. Result ID: 6a154991fbc373592c0c3fa8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"SSM"}. This record does not assert independent reproduction. ### BACO Recall@20: 21.362. Result ID: 69e7797c47f34ce924cf582b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Param":"2.19M"}. This record does not assert independent reproduction. ### LightGCN Recall@20: 21.34. Result ID: 6a154991fbc373592c0c3fa0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Loss":"SSM"}. This record does not assert independent reproduction. ### Leiden Recall@20: 20.878. Result ID: 69e7797c47f34ce924cf582a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Param":"2.26M"}. This record does not assert independent reproduction. ### GraphHash Recall@20: 20.631. Result ID: 69e7797c47f34ce924cf5829. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Param":"2.26M"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.