# Multi-modal Recommendation on Tiktok (K=20) Source: [Multi-modal Recommendation on Tiktok (K=20)]() Collection index: [llms.txt]() Data updated: 2026-03-04T11:33:48.947Z Evaluation of Multi-modal Recommendation performance on the Tiktok dataset, measured using ranking metrics Recall@20 and NDCG@20, and statistical significance metrics (Improv.b, p-value). 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) | Tiktok | | 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 (b)](): Higher is better; unit: SCALAR. - [P-Value](): Lower is better; unit: SCALAR. ## Recorded results | Method | Recall@20 | Result date | Report paper | | --- | --- | --- | --- | | Improv.b | 0.0829 | Not recorded | 68fa7b8e1e209131cea89182 | | Improv.b | 0.0653 | Not recorded | 68fa7b8e1e209131cea89182 | | Teacher | 0.000707 | Not recorded | 68fa7b8e1e209131cea89182 | | Teacher | 0.000707 | Not recorded | 68fa7b8e1e209131cea89182 | | RCE-KD | 0.000705 | Not recorded | 68fa7b8e1e209131cea89182 | | RCE-KD | 0.000702 | Not recorded | 68fa7b8e1e209131cea89182 | | HetComp | 0.000659 | Not recorded | 68fa7b8e1e209131cea89182 | | TARec | 0.000656 | Not recorded | 68fa7b8e1e209131cea89182 | | TARec | 0.000651 | Not recorded | 68fa7b8e1e209131cea89182 | | PromptMM | 0.000637 | Not recorded | 68fa7b8e1e209131cea89182 | | HetComp | 0.000629 | Not recorded | 68fa7b8e1e209131cea89182 | | PromptMM | 0.000603 | Not recorded | 68fa7b8e1e209131cea89182 | | Student | 0.000562 | Not recorded | 68fa7b8e1e209131cea89182 | | Student | 0.000417 | Not recorded | 68fa7b8e1e209131cea89182 | | p-value | 0.000017 | Not recorded | 68fa7b8e1e209131cea89182 | | p-value | 0.0000094 | Not recorded | 68fa7b8e1e209131cea89182 | ### Improv.b Recall@20: 0.0829. Result ID: 69a8188c6dbb7075b94df495. [Reporting paper]() Recorded evaluation configuration: {"T→S":"BM3→LGCN"}. This record does not assert independent reproduction. ### Improv.b Recall@20: 0.0653. Result ID: 69a8188c6dbb7075b94df48d. [Reporting paper]() Recorded evaluation configuration: {"T→S":"BM3→MF"}. This record does not assert independent reproduction. ### Teacher Recall@20: 0.000707. Result ID: 69a8188c6dbb7075b94df487. [Reporting paper]() Recorded evaluation configuration: {"T→S":"BM3→MF"}. This record does not assert independent reproduction. ### Teacher Recall@20: 0.000707. Result ID: 69a8188c6dbb7075b94df48f. [Reporting paper]() Recorded evaluation configuration: {"T→S":"BM3→LGCN"}. This record does not assert independent reproduction. ### RCE-KD Recall@20: 0.000705. Result ID: 69a8188c6dbb7075b94df494. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T→S":"BM3→LGCN"}. This record does not assert independent reproduction. ### RCE-KD Recall@20: 0.000702. Result ID: 69a8188c6dbb7075b94df48c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T→S":"BM3→MF"}. This record does not assert independent reproduction. ### HetComp Recall@20: 0.000659. Result ID: 69a8188c6dbb7075b94df489. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T→S":"BM3→MF"}. This record does not assert independent reproduction. ### TARec Recall@20: 0.000656. Result ID: 69a8188c6dbb7075b94df48b. [Reporting paper]() Recorded evaluation configuration: {"T→S":"BM3→MF"}. This record does not assert independent reproduction. ### TARec Recall@20: 0.000651. Result ID: 69a8188c6dbb7075b94df493. [Reporting paper]() Recorded evaluation configuration: {"T→S":"BM3→LGCN"}. This record does not assert independent reproduction. ### PromptMM Recall@20: 0.000637. Result ID: 69a8188c6dbb7075b94df48a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T→S":"BM3→MF"}. This record does not assert independent reproduction. ### HetComp Recall@20: 0.000629. Result ID: 69a8188c6dbb7075b94df491. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T→S":"BM3→LGCN"}. This record does not assert independent reproduction. ### PromptMM Recall@20: 0.000603. Result ID: 69a8188c6dbb7075b94df492. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"T→S":"BM3→LGCN"}. This record does not assert independent reproduction. ### Student Recall@20: 0.000562. Result ID: 69a8188c6dbb7075b94df490. [Reporting paper]() Recorded evaluation configuration: {"T→S":"BM3→LGCN"}. This record does not assert independent reproduction. ### Student Recall@20: 0.000417. Result ID: 69a8188c6dbb7075b94df488. [Reporting paper]() Recorded evaluation configuration: {"T→S":"BM3→MF"}. This record does not assert independent reproduction. ### p-value Recall@20: 0.000017. Result ID: 69a8188c6dbb7075b94df48e. [Reporting paper]() Recorded evaluation configuration: {"T→S":"BM3→MF"}. This record does not assert independent reproduction. ### p-value Recall@20: 0.0000094. Result ID: 69a8188c6dbb7075b94df496. [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.