# Link Prediction on Amazon Sports Source: [Link Prediction on Amazon Sports]() Collection index: [llms.txt]() Data updated: 2026-03-11T08:25:38.245Z Evaluation of Link Prediction performance on the Amazon Sports dataset, measured using MRR, Hit@1, and Hit@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 | Link Prediction | | Dataset (including any stated split) | Amazon Sports | | Metric | MRR | | 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 - [MRR](): Higher is better; unit: PERCENT. - [Hit@1](): Higher is better; unit: PERCENT. - [Hit@10](): Higher is better; unit: PERCENT. ## Recorded results | Method | MRR | Result date | Report paper | | --- | --- | --- | --- | | DiP | 35.16 | Not recorded | 69b0f7232d603e6de3e45e8f | | SAGE | 34.32 | Not recorded | 69b0f7232d603e6de3e45e8f | | DiP | 34.26 | Not recorded | 69b0f7232d603e6de3e45e8f | | SAGE | 33.83 | Not recorded | 69b0f7232d603e6de3e45e8f | | DiP | 33.74 | Not recorded | 69b0f7232d603e6de3e45e8f | | DiP | 33.47 | Not recorded | 69b0f7232d603e6de3e45e8f | | BUDDY | 33.02 | Not recorded | 69b0f7232d603e6de3e45e8f | | UniGraph2 | 32.35 | Not recorded | 69b0f7232d603e6de3e45e8f | | SAGE | 32.2 | Not recorded | 69b0f7232d603e6de3e45e8f | | UniGraph2 | 32.17 | Not recorded | 69b0f7232d603e6de3e45e8f | | SAGE | 32.01 | Not recorded | 69b0f7232d603e6de3e45e8f | | MMGCN | 31.96 | Not recorded | 69b0f7232d603e6de3e45e8f | | MMGCN | 31.74 | Not recorded | 69b0f7232d603e6de3e45e8f | | GCN | 31.67 | Not recorded | 69b0f7232d603e6de3e45e8f | | UniGraph2 | 31.61 | Not recorded | 69b0f7232d603e6de3e45e8f | | BUDDY | 31.55 | Not recorded | 69b0f7232d603e6de3e45e8f | | GCN | 31.38 | Not recorded | 69b0f7232d603e6de3e45e8f | | UniGraph2 | 31.08 | Not recorded | 69b0f7232d603e6de3e45e8f | | GCN | 30.83 | Not recorded | 69b0f7232d603e6de3e45e8f | | MLP | 30.45 | Not recorded | 69b0f7232d603e6de3e45e8f | | GCN | 30.42 | Not recorded | 69b0f7232d603e6de3e45e8f | | BUDDY | 30.41 | Not recorded | 69b0f7232d603e6de3e45e8f | | MMGCN | 30.33 | Not recorded | 69b0f7232d603e6de3e45e8f | | MGAT | 30.15 | Not recorded | 69b0f7232d603e6de3e45e8f | | MGAT | 30.15 | Not recorded | 69b0f7232d603e6de3e45e8f | | MMGCN | 30.04 | Not recorded | 69b0f7232d603e6de3e45e8f | | BUDDY | 30.02 | Not recorded | 69b0f7232d603e6de3e45e8f | | MGAT | 28.91 | Not recorded | 69b0f7232d603e6de3e45e8f | | MLP | 28.22 | Not recorded | 69b0f7232d603e6de3e45e8f | | MGAT | 27.56 | Not recorded | 69b0f7232d603e6de3e45e8f | | MLP | 24.81 | Not recorded | 69b0f7232d603e6de3e45e8f | | MLP | 24.81 | Not recorded | 69b0f7232d603e6de3e45e8f | ### DiP MRR: 35.16. Result ID: 69b126fe6dbb7075b95b836f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"ImageBind","Textual Encoder (Et)":"ImageBind"}. This record does not assert independent reproduction. ### SAGE MRR: 34.32. Result ID: 69b126fe6dbb7075b95b836a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"ImageBind","Textual Encoder (Et)":"ImageBind"}. This record does not assert independent reproduction. ### DiP MRR: 34.26. Result ID: 69b126fe6dbb7075b95b835f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"CLIP","Textual Encoder (Et)":"CLIP"}. This record does not assert independent reproduction. ### SAGE MRR: 33.83. Result ID: 69b126fe6dbb7075b95b835a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"CLIP","Textual Encoder (Et)":"CLIP"}. This record does not assert independent reproduction. ### DiP MRR: 33.74. Result ID: 69b126fe6dbb7075b95b8367. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"ViT","Textual Encoder (Et)":"T5"}. This record does not assert independent reproduction. ### DiP MRR: 33.47. Result ID: 69b126fe6dbb7075b95b8377. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"DINOv2","Textual Encoder (Et)":"T5"}. This record does not assert independent reproduction. ### BUDDY MRR: 33.02. Result ID: 69b126fe6dbb7075b95b836b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"ImageBind","Textual Encoder (Et)":"ImageBind"}. This record does not assert independent reproduction. ### UniGraph2 MRR: 32.35. Result ID: 69b126fe6dbb7075b95b836e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"ImageBind","Textual Encoder (Et)":"ImageBind"}. This record does not assert independent reproduction. ### SAGE MRR: 32.2. Result ID: 69b126fe6dbb7075b95b8372. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"DINOv2","Textual Encoder (Et)":"T5"}. This record does not assert independent reproduction. ### UniGraph2 MRR: 32.17. Result ID: 69b126fe6dbb7075b95b8366. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"ViT","Textual Encoder (Et)":"T5"}. This record does not assert independent reproduction. ### SAGE MRR: 32.01. Result ID: 69b126fe6dbb7075b95b8362. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"ViT","Textual Encoder (Et)":"T5"}. This record does not assert independent reproduction. ### MMGCN MRR: 31.96. Result ID: 69b126fe6dbb7075b95b835c. [Reporting paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"CLIP","Textual Encoder (Et)":"CLIP"}. This record does not assert independent reproduction. ### MMGCN MRR: 31.74. Result ID: 69b126fe6dbb7075b95b836c. [Reporting paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"ImageBind","Textual Encoder (Et)":"ImageBind"}. This record does not assert independent reproduction. ### GCN MRR: 31.67. Result ID: 69b126fe6dbb7075b95b8369. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"ImageBind","Textual Encoder (Et)":"ImageBind"}. This record does not assert independent reproduction. ### UniGraph2 MRR: 31.61. Result ID: 69b126fe6dbb7075b95b835e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"CLIP","Textual Encoder (Et)":"CLIP"}. This record does not assert independent reproduction. ### BUDDY MRR: 31.55. Result ID: 69b126fe6dbb7075b95b835b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"CLIP","Textual Encoder (Et)":"CLIP"}. This record does not assert independent reproduction. ### GCN MRR: 31.38. Result ID: 69b126fe6dbb7075b95b8359. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"CLIP","Textual Encoder (Et)":"CLIP"}. This record does not assert independent reproduction. ### UniGraph2 MRR: 31.08. Result ID: 69b126fe6dbb7075b95b8376. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"DINOv2","Textual Encoder (Et)":"T5"}. This record does not assert independent reproduction. ### GCN MRR: 30.83. Result ID: 69b126fe6dbb7075b95b8361. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"ViT","Textual Encoder (Et)":"T5"}. This record does not assert independent reproduction. ### MLP MRR: 30.45. Result ID: 69b126fe6dbb7075b95b8368. [Reporting paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"ImageBind","Textual Encoder (Et)":"ImageBind"}. This record does not assert independent reproduction. ### GCN MRR: 30.42. Result ID: 69b126fe6dbb7075b95b8371. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"DINOv2","Textual Encoder (Et)":"T5"}. This record does not assert independent reproduction. ### BUDDY MRR: 30.41. Result ID: 69b126fe6dbb7075b95b8363. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"ViT","Textual Encoder (Et)":"T5"}. This record does not assert independent reproduction. ### MMGCN MRR: 30.33. Result ID: 69b126fe6dbb7075b95b8364. [Reporting paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"ViT","Textual Encoder (Et)":"T5"}. This record does not assert independent reproduction. ### MGAT MRR: 30.15. Result ID: 69b126fe6dbb7075b95b8365. [Reporting paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"ViT","Textual Encoder (Et)":"T5"}. This record does not assert independent reproduction. ### MGAT MRR: 30.15. Result ID: 69b126fe6dbb7075b95b836d. [Reporting paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"ImageBind","Textual Encoder (Et)":"ImageBind"}. This record does not assert independent reproduction. ### MMGCN MRR: 30.04. Result ID: 69b126fe6dbb7075b95b8374. [Reporting paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"DINOv2","Textual Encoder (Et)":"T5"}. This record does not assert independent reproduction. ### BUDDY MRR: 30.02. Result ID: 69b126fe6dbb7075b95b8373. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"DINOv2","Textual Encoder (Et)":"T5"}. This record does not assert independent reproduction. ### MGAT MRR: 28.91. Result ID: 69b126fe6dbb7075b95b8375. [Reporting paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"DINOv2","Textual Encoder (Et)":"T5"}. This record does not assert independent reproduction. ### MLP MRR: 28.22. Result ID: 69b126fe6dbb7075b95b8358. [Reporting paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"CLIP","Textual Encoder (Et)":"CLIP"}. This record does not assert independent reproduction. ### MGAT MRR: 27.56. Result ID: 69b126fe6dbb7075b95b835d. [Reporting paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"CLIP","Textual Encoder (Et)":"CLIP"}. This record does not assert independent reproduction. ### MLP MRR: 24.81. Result ID: 69b126fe6dbb7075b95b8360. [Reporting paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"ViT","Textual Encoder (Et)":"T5"}. This record does not assert independent reproduction. ### MLP MRR: 24.81. Result ID: 69b126fe6dbb7075b95b8370. [Reporting paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"DINOv2","Textual Encoder (Et)":"T5"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.