# Recommendation on MovieLens 10M (Set-up (S)) Source: [Recommendation on MovieLens 10M (Set-up (S))]() Collection index: [llms.txt]() Data updated: 2026-03-04T10:16:11.159Z Evaluation of Recommendation performance on the specific configuration (Set-up (S)) of the MovieLens 10 Million dataset, measured using ranking metrics like Recall@10 and NDCG@10. 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 10M (Set-up (S)) | | Metric | Recall@10 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 32 of 32 | | 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@10](): Higher is better; unit: PERCENT. - [NDCG@10](): Higher is better; unit: PERCENT. ## Recorded results | Method | Recall@10 | Result date | Report paper | | --- | --- | --- | --- | | openP5 (+RAIE) | 27.68 | Not recorded | 69a66bcd2d603e6de3e3cbda | | openP5 (+LoRA+Replay) | 26.75 | Not recorded | 69a66bcd2d603e6de3e3cbda | | openP5 (+E-BPR) | 25.56 | Not recorded | 69a66bcd2d603e6de3e3cbda | | openP5 (+LoRA+LwF) | 24.56 | Not recorded | 69a66bcd2d603e6de3e3cbda | | openP5 (Base) | 23.9 | Not recorded | 69a66bcd2d603e6de3e3cbda | | BERT4Rec (+RAIE) | 17.95 | Not recorded | 69a66bcd2d603e6de3e3cbda | | TiSASRec (+E-BPR) | 16.66 | Not recorded | 69a66bcd2d603e6de3e3cbda | | TiSASRec (+RAIE) | 16.46 | Not recorded | 69a66bcd2d603e6de3e3cbda | | BERT4Rec (+MoLE) | 16.18 | Not recorded | 69a66bcd2d603e6de3e3cbda | | BERT4Rec (+LSAT) | 15.79 | Not recorded | 69a66bcd2d603e6de3e3cbda | | TiSASRec (+MoLE) | 13.38 | Not recorded | 69a66bcd2d603e6de3e3cbda | | TiSASRec (+LoRA) | 13.3 | Not recorded | 69a66bcd2d603e6de3e3cbda | | BERT4Rec (Base) | 13.11 | Not recorded | 69a66bcd2d603e6de3e3cbda | | BERT4Rec (+E-BPR) | 13.1 | Not recorded | 69a66bcd2d603e6de3e3cbda | | TiSASRec (+LoRA+LwF) | 13.03 | Not recorded | 69a66bcd2d603e6de3e3cbda | | BERT4Rec (+LoRA+Replay) | 12.48 | Not recorded | 69a66bcd2d603e6de3e3cbda | | TiSASRec (+LoRA+Replay) | 12.26 | Not recorded | 69a66bcd2d603e6de3e3cbda | | TiSASRec (+LSAT) | 11.18 | Not recorded | 69a66bcd2d603e6de3e3cbda | | BERT4Rec (+LoRA+LwF) | 11.16 | Not recorded | 69a66bcd2d603e6de3e3cbda | | openP5 (+LoRA) | 11.09 | Not recorded | 69a66bcd2d603e6de3e3cbda | | openP5 (+LSAT) | 11.07 | Not recorded | 69a66bcd2d603e6de3e3cbda | | BERT4Rec (+LoRA) | 11.03 | Not recorded | 69a66bcd2d603e6de3e3cbda | | TiSASRec (Base) | 10.93 | Not recorded | 69a66bcd2d603e6de3e3cbda | | SASRec (+E-BPR) | 9.84 | Not recorded | 69a66bcd2d603e6de3e3cbda | | SASRec (Base) | 7.03 | Not recorded | 69a66bcd2d603e6de3e3cbda | | SASRec (+MoLE) | 7.03 | Not recorded | 69a66bcd2d603e6de3e3cbda | | SASRec (+RAIE) | 6.86 | Not recorded | 69a66bcd2d603e6de3e3cbda | | SASRec (+LSAT) | 6.25 | Not recorded | 69a66bcd2d603e6de3e3cbda | | SASRec (+LoRA+Replay) | 6.24 | Not recorded | 69a66bcd2d603e6de3e3cbda | | SASRec (+LoRA+LwF) | 5.24 | Not recorded | 69a66bcd2d603e6de3e3cbda | | SASRec (+LoRA) | 5.09 | Not recorded | 69a66bcd2d603e6de3e3cbda | | openP5 (+MoLE) | 3.84 | Not recorded | 69a66bcd2d603e6de3e3cbda | ### openP5 (+RAIE) Recall@10: 27.68. Result ID: 69a8065d6dbb7075b94d7315. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"openP5","Variant":"+RAIE"}. This record does not assert independent reproduction. ### openP5 (+LoRA+Replay) Recall@10: 26.75. Result ID: 69a8065d6dbb7075b94d7310. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"openP5","Variant":"+LoRA+Replay"}. This record does not assert independent reproduction. ### openP5 (+E-BPR) Recall@10: 25.56. Result ID: 69a8065d6dbb7075b94d7314. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"openP5","Variant":"+E-BPR"}. This record does not assert independent reproduction. ### openP5 (+LoRA+LwF) Recall@10: 24.56. Result ID: 69a8065d6dbb7075b94d7311. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"openP5","Variant":"+LoRA+LwF"}. This record does not assert independent reproduction. ### openP5 (Base) Recall@10: 23.9. Result ID: 69a8065d6dbb7075b94d730e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"openP5","Variant":"Base"}. This record does not assert independent reproduction. ### BERT4Rec (+RAIE) Recall@10: 17.95. Result ID: 69a8065d6dbb7075b94d72fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BERT4Rec","Variant":"+RAIE"}. This record does not assert independent reproduction. ### TiSASRec (+E-BPR) Recall@10: 16.66. Result ID: 69a8065d6dbb7075b94d730c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"TiSASRec","Variant":"+E-BPR"}. This record does not assert independent reproduction. ### TiSASRec (+RAIE) Recall@10: 16.46. Result ID: 69a8065d6dbb7075b94d730d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"TiSASRec","Variant":"+RAIE"}. This record does not assert independent reproduction. ### BERT4Rec (+MoLE) Recall@10: 16.18. Result ID: 69a8065d6dbb7075b94d72fb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"BERT4Rec","Variant":"+MoLE"}. This record does not assert independent reproduction. ### BERT4Rec (+LSAT) Recall@10: 15.79. Result ID: 69a8065d6dbb7075b94d72fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BERT4Rec","Variant":"+LSAT"}. This record does not assert independent reproduction. ### TiSASRec (+MoLE) Recall@10: 13.38. Result ID: 69a8065d6dbb7075b94d730b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"TiSASRec","Variant":"+MoLE"}. This record does not assert independent reproduction. ### TiSASRec (+LoRA) Recall@10: 13.3. Result ID: 69a8065d6dbb7075b94d7307. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"TiSASRec","Variant":"+LoRA"}. This record does not assert independent reproduction. ### BERT4Rec (Base) Recall@10: 13.11. Result ID: 69a8065d6dbb7075b94d72f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BERT4Rec","Variant":"Base"}. This record does not assert independent reproduction. ### BERT4Rec (+E-BPR) Recall@10: 13.1. Result ID: 69a8065d6dbb7075b94d72fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BERT4Rec","Variant":"+E-BPR"}. This record does not assert independent reproduction. ### TiSASRec (+LoRA+LwF) Recall@10: 13.03. Result ID: 69a8065d6dbb7075b94d7309. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"TiSASRec","Variant":"+LoRA+LwF"}. This record does not assert independent reproduction. ### BERT4Rec (+LoRA+Replay) Recall@10: 12.48. Result ID: 69a8065d6dbb7075b94d72f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BERT4Rec","Variant":"+LoRA+Replay"}. This record does not assert independent reproduction. ### TiSASRec (+LoRA+Replay) Recall@10: 12.26. Result ID: 69a8065d6dbb7075b94d7308. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"TiSASRec","Variant":"+LoRA+Replay"}. This record does not assert independent reproduction. ### TiSASRec (+LSAT) Recall@10: 11.18. Result ID: 69a8065d6dbb7075b94d730a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"TiSASRec","Variant":"+LSAT"}. This record does not assert independent reproduction. ### BERT4Rec (+LoRA+LwF) Recall@10: 11.16. Result ID: 69a8065d6dbb7075b94d72f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"BERT4Rec","Variant":"+LoRA+LwF"}. This record does not assert independent reproduction. ### openP5 (+LoRA) Recall@10: 11.09. Result ID: 69a8065d6dbb7075b94d730f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"openP5","Variant":"+LoRA"}. This record does not assert independent reproduction. ### openP5 (+LSAT) Recall@10: 11.07. Result ID: 69a8065d6dbb7075b94d7312. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"openP5","Variant":"+LSAT"}. This record does not assert independent reproduction. ### BERT4Rec (+LoRA) Recall@10: 11.03. Result ID: 69a8065d6dbb7075b94d72f7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"BERT4Rec","Variant":"+LoRA"}. This record does not assert independent reproduction. ### TiSASRec (Base) Recall@10: 10.93. Result ID: 69a8065d6dbb7075b94d7306. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"TiSASRec","Variant":"Base"}. This record does not assert independent reproduction. ### SASRec (+E-BPR) Recall@10: 9.84. Result ID: 69a8065d6dbb7075b94d7304. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec","Variant":"+E-BPR"}. This record does not assert independent reproduction. ### SASRec (Base) Recall@10: 7.03. Result ID: 69a8065d6dbb7075b94d72fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec","Variant":"Base"}. This record does not assert independent reproduction. ### SASRec (+MoLE) Recall@10: 7.03. Result ID: 69a8065d6dbb7075b94d7303. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"SASRec","Variant":"+MoLE"}. This record does not assert independent reproduction. ### SASRec (+RAIE) Recall@10: 6.86. Result ID: 69a8065d6dbb7075b94d7305. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec","Variant":"+RAIE"}. This record does not assert independent reproduction. ### SASRec (+LSAT) Recall@10: 6.25. Result ID: 69a8065d6dbb7075b94d7302. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec","Variant":"+LSAT"}. This record does not assert independent reproduction. ### SASRec (+LoRA+Replay) Recall@10: 6.24. Result ID: 69a8065d6dbb7075b94d7300. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec","Variant":"+LoRA+Replay"}. This record does not assert independent reproduction. ### SASRec (+LoRA+LwF) Recall@10: 5.24. Result ID: 69a8065d6dbb7075b94d7301. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec","Variant":"+LoRA+LwF"}. This record does not assert independent reproduction. ### SASRec (+LoRA) Recall@10: 5.09. Result ID: 69a8065d6dbb7075b94d72ff. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"SASRec","Variant":"+LoRA"}. This record does not assert independent reproduction. ### openP5 (+MoLE) Recall@10: 3.84. Result ID: 69a8065d6dbb7075b94d7313. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"openP5","Variant":"+MoLE"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.