# Link Prediction on Sports Source: [Link Prediction on Sports]() Collection index: [llms.txt]() Data updated: 2026-06-05T10:15:56.236Z Evaluation of Link Prediction performance on the Sports dataset, measured using PREC@1 and MRR. 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) | Sports | | Metric | Recall@5 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 22 of 22 | | 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@5](): Higher is better; unit: PERCENT. - [PREC@1](): Higher is better; unit: PERCENT. - [MRR](): Higher is better; unit: PERCENT. - [Precision@5](): Higher is better; unit: PERCENT. ## Recorded results | Method | Recall@5 | Result date | Report paper | | --- | --- | --- | --- | | CureLLM | 4.12 | Not recorded | 6a22587a86173ad9c1468a1c | | MuseGraph | 3.89 | Not recorded | 6a22587a86173ad9c1468a1c | | TAPE | 3.86 | Not recorded | 6a22587a86173ad9c1468a1c | | GraphAdapter | 3.62 | Not recorded | 6a22587a86173ad9c1468a1c | | OpenGraph | 3.51 | Not recorded | 6a22587a86173ad9c1468a1c | | WalkLM | 3.47 | Not recorded | 6a22587a86173ad9c1468a1c | | GraphCL | 3.43 | Not recorded | 6a22587a86173ad9c1468a1c | | SAGE | 3.36 | Not recorded | 6a22587a86173ad9c1468a1c | | RoBERTa | 3.28 | Not recorded | 6a22587a86173ad9c1468a1c | | GAT | 3.11 | Not recorded | 6a22587a86173ad9c1468a1c | | Bert | 3.09 | Not recorded | 6a22587a86173ad9c1468a1c | | GCN | 3.05 | Not recorded | 6a22587a86173ad9c1468a1c | | GIN | 3.05 | Not recorded | 6a22587a86173ad9c1468a1c | | MLP | 3.01 | Not recorded | 6a22587a86173ad9c1468a1c | | MF | 2.92 | Not recorded | 6a22587a86173ad9c1468a1c | ### CureLLM Recall@5: 4.12. Result ID: 6a22a1d7fbc373592c21638d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaMA2","GNN Instance":"SAGE"}. This record does not assert independent reproduction. ### MuseGraph Recall@5: 3.89. Result ID: 6a22a1d7fbc373592c21638c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TAPE Recall@5: 3.86. Result ID: 6a22a1d7fbc373592c21638b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GraphAdapter Recall@5: 3.62. Result ID: 6a22a1d7fbc373592c216389. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OpenGraph Recall@5: 3.51. Result ID: 6a22a1d7fbc373592c21638a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WalkLM Recall@5: 3.47. Result ID: 6a22a1d7fbc373592c216388. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GraphCL Recall@5: 3.43. Result ID: 6a22a1d7fbc373592c216385. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SAGE Recall@5: 3.36. Result ID: 6a22a1d7fbc373592c216384. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RoBERTa Recall@5: 3.28. Result ID: 6a22a1d7fbc373592c216387. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GAT Recall@5: 3.11. Result ID: 6a22a1d7fbc373592c216382. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Bert Recall@5: 3.09. Result ID: 6a22a1d7fbc373592c216386. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCN Recall@5: 3.05. Result ID: 6a22a1d7fbc373592c216381. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GIN Recall@5: 3.05. Result ID: 6a22a1d7fbc373592c216383. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MLP Recall@5: 3.01. Result ID: 6a22a1d7fbc373592c216380. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MF Recall@5: 2.92. Result ID: 6a22a1d7fbc373592c21637f. [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.