# Link Prediction on Bili Dance Source: [Link Prediction on Bili Dance]() Collection index: [llms.txt]() Data updated: 2026-06-15T07:22:01.137Z Evaluation of Link Prediction performance on the Bili Dance dataset, measured using MRR and Hits@3. 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 | Link Prediction | | Dataset (including any stated split) | Bili Dance | | Metric | MRR | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 37 of 37 | | 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 - [MRR](): Higher is better; unit: PERCENT. - [Hits@3](): Higher is better; unit: PERCENT. ## Recorded results | Method | MRR | Result date | Report paper | | --- | --- | --- | --- | | CoMAG | 44.04 | Not recorded | 6a2f86dfd33dfb23e783be15 | | TMTE | 43.61 | Not recorded | 69cb55660636e5bf4afca2f0 | | DGF | 42.55 | Not recorded | 6a2f86dfd33dfb23e783be15 | | DMGC | 41.37 | Not recorded | 69cb55660636e5bf4afca2f0 | | DMGC | 39.95 | Not recorded | 6a2f86dfd33dfb23e783be15 | | LGMRec | 39.92 | Not recorded | 6a2f86dfd33dfb23e783be15 | | DGF | 39.8 | Not recorded | 69cb55660636e5bf4afca2f0 | | LGMRec | 39.55 | Not recorded | 69cb55660636e5bf4afca2f0 | | MLaGA | 39.14 | Not recorded | 69cb55660636e5bf4afca2f0 | | InstructG2I | 39.12 | Not recorded | 69cb55660636e5bf4afca2f0 | | MGAT | 38.96 | Not recorded | 69cb55660636e5bf4afca2f0 | | NTSFormer | 38.73 | Not recorded | 69cb55660636e5bf4afca2f0 | | Graph4MM | 38.48 | Not recorded | 69cb55660636e5bf4afca2f0 | | MMGCN | 38.29 | Not recorded | 69cb55660636e5bf4afca2f0 | | MIG-GT | 37.82 | Not recorded | 69cb55660636e5bf4afca2f0 | | GCN | 37.79 | Not recorded | 6a2f86dfd33dfb23e783be15 | | MMGCN | 37.7 | Not recorded | 6a2f86dfd33dfb23e783be15 | | GATv2 | 37.64 | Not recorded | 69cb55660636e5bf4afca2f0 | | GCN | 37.5 | Not recorded | 69cb55660636e5bf4afca2f0 | | UniGraph2 | 37.47 | Not recorded | 69cb55660636e5bf4afca2f0 | | GCNII | 37.42 | Not recorded | 69cb55660636e5bf4afca2f0 | | GraphGPT-O | 37.22 | Not recorded | 69cb55660636e5bf4afca2f0 | | GAT | 36.85 | Not recorded | 6a2f86dfd33dfb23e783be15 | | GAT | 36.74 | Not recorded | 69cb55660636e5bf4afca2f0 | | MGAT | 36.74 | Not recorded | 6a2f86dfd33dfb23e783be15 | | UniGraph2 | 31.58 | Not recorded | 6a2f86dfd33dfb23e783be15 | | RoleMAG | 30.28 | Not recorded | 69df1b6d7d0172140ec7b792 | | MLP | 28.9 | Not recorded | 6a2f86dfd33dfb23e783be15 | | Graph4MM | 28.42 | Not recorded | 69df1b6d7d0172140ec7b792 | | GAT | 24.19 | Not recorded | 69df1b6d7d0172140ec7b792 | | NTSFormer | 20.31 | Not recorded | 69df1b6d7d0172140ec7b792 | | MGAT | 16.84 | Not recorded | 69df1b6d7d0172140ec7b792 | | GCN | 14.25 | Not recorded | 69df1b6d7d0172140ec7b792 | | DMGC | 13.14 | Not recorded | 69df1b6d7d0172140ec7b792 | | LGMRec | 11.46 | Not recorded | 69df1b6d7d0172140ec7b792 | | MMGCN | 8.64 | Not recorded | 69df1b6d7d0172140ec7b792 | | DGF | 7.29 | Not recorded | 69df1b6d7d0172140ec7b792 | ### CoMAG MRR: 44.04. Result ID: 6a2fa7fffbc373592c2b8bfb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TMTE MRR: 43.61. Result ID: 69cb9e4947f34ce924b474e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DGF MRR: 42.55. Result ID: 6a2fa7fffbc373592c2b8bf6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DMGC MRR: 41.37. Result ID: 69cb9e4947f34ce924b474dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DMGC MRR: 39.95. Result ID: 6a2fa7fffbc373592c2b8bf5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LGMRec MRR: 39.92. Result ID: 6a2fa7fffbc373592c2b8bf9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DGF MRR: 39.8. Result ID: 69cb9e4947f34ce924b474dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LGMRec MRR: 39.55. Result ID: 69cb9e4947f34ce924b474d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MLaGA MRR: 39.14. Result ID: 69cb9e4947f34ce924b474d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### InstructG2I MRR: 39.12. Result ID: 69cb9e4947f34ce924b474db. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MGAT MRR: 38.96. Result ID: 69cb9e4947f34ce924b474d6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NTSFormer MRR: 38.73. Result ID: 69cb9e4947f34ce924b474df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Graph4MM MRR: 38.48. Result ID: 69cb9e4947f34ce924b474da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMGCN MRR: 38.29. Result ID: 69cb9e4947f34ce924b474d5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MIG-GT MRR: 37.82. Result ID: 69cb9e4947f34ce924b474de. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCN MRR: 37.79. Result ID: 6a2fa7fffbc373592c2b8bf3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMGCN MRR: 37.7. Result ID: 6a2fa7fffbc373592c2b8bf7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GATv2 MRR: 37.64. Result ID: 69cb9e4947f34ce924b474d4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCN MRR: 37.5. Result ID: 69cb9e4947f34ce924b474d1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UniGraph2 MRR: 37.47. Result ID: 69cb9e4947f34ce924b474e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCNII MRR: 37.42. Result ID: 69cb9e4947f34ce924b474d2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GraphGPT-O MRR: 37.22. Result ID: 69cb9e4947f34ce924b474d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GAT MRR: 36.85. Result ID: 6a2fa7fffbc373592c2b8bf4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GAT MRR: 36.74. Result ID: 69cb9e4947f34ce924b474d3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MGAT MRR: 36.74. Result ID: 6a2fa7fffbc373592c2b8bf8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UniGraph2 MRR: 31.58. Result ID: 6a2fa7fffbc373592c2b8bfa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RoleMAG MRR: 30.28. Result ID: 69df48c747f34ce924c7f023. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MLP MRR: 28.9. Result ID: 6a2fa7fffbc373592c2b8bf2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Graph4MM MRR: 28.42. Result ID: 69df48c747f34ce924c7f022. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GAT MRR: 24.19. Result ID: 69df48c747f34ce924c7f01b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NTSFormer MRR: 20.31. Result ID: 69df48c747f34ce924c7f021. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MGAT MRR: 16.84. Result ID: 69df48c747f34ce924c7f01d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCN MRR: 14.25. Result ID: 69df48c747f34ce924c7f01a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DMGC MRR: 13.14. Result ID: 69df48c747f34ce924c7f020. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LGMRec MRR: 11.46. Result ID: 69df48c747f34ce924c7f01e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MMGCN MRR: 8.64. Result ID: 69df48c747f34ce924c7f01c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DGF MRR: 7.29. Result ID: 69df48c747f34ce924c7f01f. [Reporting 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.