# Multi-modal recommendation on Netflix Source: [Multi-modal recommendation on Netflix]() Collection index: [llms.txt]() Data updated: 2026-03-04T11:33:48.920Z Evaluation of Multi-modal Recommendation performance on the Netflix dataset, measured using ranking and statistical significance 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 | Multi-modal recommendation | | Dataset (including any stated split) | Netflix | | 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. - [Improvement (Baseline)](): Higher is better; unit: SCALAR. - [P-value](): Lower is better; unit: SCALAR. ## Recorded results | Method | Recall@20 | Result date | Report paper | | --- | --- | --- | --- | | Improv.b | 5.13 | Not recorded | 68fa7b8e1e209131cea89182 | | Improv.b | 3.98 | Not recorded | 68fa7b8e1e209131cea89182 | | Teacher | 0.1913 | Not recorded | 68fa7b8e1e209131cea89182 | | Teacher | 0.1913 | Not recorded | 68fa7b8e1e209131cea89182 | | RCE-KD | 0.1907 | Not recorded | 68fa7b8e1e209131cea89182 | | RCE-KD | 0.1884 | Not recorded | 68fa7b8e1e209131cea89182 | | TARec | 0.1834 | Not recorded | 68fa7b8e1e209131cea89182 | | HetComp | 0.1811 | Not recorded | 68fa7b8e1e209131cea89182 | | TARec | 0.1792 | Not recorded | 68fa7b8e1e209131cea89182 | | HetComp | 0.1783 | Not recorded | 68fa7b8e1e209131cea89182 | | PromptMM | 0.1779 | Not recorded | 68fa7b8e1e209131cea89182 | | PromptMM | 0.1732 | Not recorded | 68fa7b8e1e209131cea89182 | | Student | 0.1507 | Not recorded | 68fa7b8e1e209131cea89182 | | Student | 0.142 | Not recorded | 68fa7b8e1e209131cea89182 | | p-value | 0.002 | Not recorded | 68fa7b8e1e209131cea89182 | | p-value | 0.00079 | Not recorded | 68fa7b8e1e209131cea89182 | ### Improv.b Recall@20: 5.13. Result ID: 69a8188c6dbb7075b94df47d. [Reporting paper]() Recorded evaluation configuration: {"T→S":"BM3→MF"}. This record does not assert independent reproduction. ### Improv.b Recall@20: 3.98. Result ID: 69a8188c6dbb7075b94df485. [Reporting paper]() Recorded evaluation configuration: {"T→S":"BM3→LGCN"}. This record does not assert independent reproduction. ### Teacher Recall@20: 0.1913. Result ID: 69a8188c6dbb7075b94df477. [Reporting paper]() Recorded evaluation configuration: {"T→S":"BM3→MF"}. This record does not assert independent reproduction. ### Teacher Recall@20: 0.1913. Result ID: 69a8188c6dbb7075b94df47f. [Reporting paper]() Recorded evaluation configuration: {"T→S":"BM3→LGCN"}. This record does not assert independent reproduction. ### RCE-KD Recall@20: 0.1907. Result ID: 69a8188c6dbb7075b94df484. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T→S":"BM3→LGCN"}. This record does not assert independent reproduction. ### RCE-KD Recall@20: 0.1884. Result ID: 69a8188c6dbb7075b94df47c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T→S":"BM3→MF"}. This record does not assert independent reproduction. ### TARec Recall@20: 0.1834. Result ID: 69a8188c6dbb7075b94df483. [Reporting paper]() Recorded evaluation configuration: {"T→S":"BM3→LGCN"}. This record does not assert independent reproduction. ### HetComp Recall@20: 0.1811. Result ID: 69a8188c6dbb7075b94df481. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T→S":"BM3→LGCN"}. This record does not assert independent reproduction. ### TARec Recall@20: 0.1792. Result ID: 69a8188c6dbb7075b94df47b. [Reporting paper]() Recorded evaluation configuration: {"T→S":"BM3→MF"}. This record does not assert independent reproduction. ### HetComp Recall@20: 0.1783. Result ID: 69a8188c6dbb7075b94df479. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T→S":"BM3→MF"}. This record does not assert independent reproduction. ### PromptMM Recall@20: 0.1779. Result ID: 69a8188c6dbb7075b94df482. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T→S":"BM3→LGCN"}. This record does not assert independent reproduction. ### PromptMM Recall@20: 0.1732. Result ID: 69a8188c6dbb7075b94df47a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T→S":"BM3→MF"}. This record does not assert independent reproduction. ### Student Recall@20: 0.1507. Result ID: 69a8188c6dbb7075b94df480. [Reporting paper]() Recorded evaluation configuration: {"T→S":"BM3→LGCN"}. This record does not assert independent reproduction. ### Student Recall@20: 0.142. Result ID: 69a8188c6dbb7075b94df478. [Reporting paper]() Recorded evaluation configuration: {"T→S":"BM3→MF"}. This record does not assert independent reproduction. ### p-value Recall@20: 0.002. Result ID: 69a8188c6dbb7075b94df47e. [Reporting paper]() Recorded evaluation configuration: {"T→S":"BM3→MF"}. This record does not assert independent reproduction. ### p-value Recall@20: 0.00079. Result ID: 69a8188c6dbb7075b94df486. [Reporting paper]() Recorded evaluation configuration: {"T→S":"BM3→LGCN"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.