# Link Prediction on Amazon-Cloth Source: [Link Prediction on Amazon-Cloth]() Collection index: [llms.txt]() Data updated: 2026-03-11T08:25:38.284Z Evaluation of Link Prediction performance on the Amazon-Cloth 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-Cloth | | 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 | 26.18 | Not recorded | 69b0f7232d603e6de3e45e8f | | SAGE | 25.2 | Not recorded | 69b0f7232d603e6de3e45e8f | | DiP | 25.19 | Not recorded | 69b0f7232d603e6de3e45e8f | | DiP | 25.16 | Not recorded | 69b0f7232d603e6de3e45e8f | | MMGCN | 24.72 | Not recorded | 69b0f7232d603e6de3e45e8f | | SAGE | 24.58 | Not recorded | 69b0f7232d603e6de3e45e8f | | UniGraph2 | 24.37 | Not recorded | 69b0f7232d603e6de3e45e8f | | BUDDY | 24.35 | Not recorded | 69b0f7232d603e6de3e45e8f | | DiP | 24.35 | Not recorded | 69b0f7232d603e6de3e45e8f | | UniGraph2 | 23.58 | Not recorded | 69b0f7232d603e6de3e45e8f | | BUDDY | 23.44 | Not recorded | 69b0f7232d603e6de3e45e8f | | SAGE | 23.11 | Not recorded | 69b0f7232d603e6de3e45e8f | | SAGE | 22.98 | Not recorded | 69b0f7232d603e6de3e45e8f | | BUDDY | 22.95 | Not recorded | 69b0f7232d603e6de3e45e8f | | UniGraph2 | 22.86 | Not recorded | 69b0f7232d603e6de3e45e8f | | BUDDY | 22.82 | Not recorded | 69b0f7232d603e6de3e45e8f | | GCN | 22.81 | Not recorded | 69b0f7232d603e6de3e45e8f | | UniGraph2 | 22.68 | Not recorded | 69b0f7232d603e6de3e45e8f | | GCN | 22.28 | Not recorded | 69b0f7232d603e6de3e45e8f | | MMGCN | 22.2 | Not recorded | 69b0f7232d603e6de3e45e8f | | MLP | 22.18 | Not recorded | 69b0f7232d603e6de3e45e8f | | MGAT | 22.13 | Not recorded | 69b0f7232d603e6de3e45e8f | | MMGCN | 21.77 | Not recorded | 69b0f7232d603e6de3e45e8f | | GCN | 21.6 | Not recorded | 69b0f7232d603e6de3e45e8f | | MGAT | 21.42 | Not recorded | 69b0f7232d603e6de3e45e8f | | MGAT | 21.38 | Not recorded | 69b0f7232d603e6de3e45e8f | | GCN | 21.19 | Not recorded | 69b0f7232d603e6de3e45e8f | | MLP | 21.1 | Not recorded | 69b0f7232d603e6de3e45e8f | | MGAT | 20.59 | Not recorded | 69b0f7232d603e6de3e45e8f | | MMGCN | 19.45 | Not recorded | 69b0f7232d603e6de3e45e8f | | MLP | 17.65 | Not recorded | 69b0f7232d603e6de3e45e8f | | MLP | 17.53 | Not recorded | 69b0f7232d603e6de3e45e8f | ### DiP MRR: 26.18. Result ID: 69b126fe6dbb7075b95b838f. [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: 25.2. Result ID: 69b126fe6dbb7075b95b838a. [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: 25.19. Result ID: 69b126fe6dbb7075b95b837f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"CLIP","Textual Encoder (Et)":"CLIP"}. This record does not assert independent reproduction. ### DiP MRR: 25.16. Result ID: 69b126fe6dbb7075b95b8387. [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: 24.72. Result ID: 69b126fe6dbb7075b95b838c. [Reporting paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"ImageBind","Textual Encoder (Et)":"ImageBind"}. This record does not assert independent reproduction. ### SAGE MRR: 24.58. Result ID: 69b126fe6dbb7075b95b837a. [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: 24.37. Result ID: 69b126fe6dbb7075b95b838e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"ImageBind","Textual Encoder (Et)":"ImageBind"}. This record does not assert independent reproduction. ### BUDDY MRR: 24.35. Result ID: 69b126fe6dbb7075b95b838b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"ImageBind","Textual Encoder (Et)":"ImageBind"}. This record does not assert independent reproduction. ### DiP MRR: 24.35. Result ID: 69b126fe6dbb7075b95b8397. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"DINOv2","Textual Encoder (Et)":"T5"}. This record does not assert independent reproduction. ### UniGraph2 MRR: 23.58. Result ID: 69b126fe6dbb7075b95b837e. [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: 23.44. Result ID: 69b126fe6dbb7075b95b837b. [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: 23.11. Result ID: 69b126fe6dbb7075b95b8382. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"ViT","Textual Encoder (Et)":"T5"}. This record does not assert independent reproduction. ### SAGE MRR: 22.98. Result ID: 69b126fe6dbb7075b95b8392. [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: 22.95. Result ID: 69b126fe6dbb7075b95b8393. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"DINOv2","Textual Encoder (Et)":"T5"}. This record does not assert independent reproduction. ### UniGraph2 MRR: 22.86. Result ID: 69b126fe6dbb7075b95b8396. [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: 22.82. Result ID: 69b126fe6dbb7075b95b8383. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"ViT","Textual Encoder (Et)":"T5"}. This record does not assert independent reproduction. ### GCN MRR: 22.81. Result ID: 69b126fe6dbb7075b95b8389. [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: 22.68. Result ID: 69b126fe6dbb7075b95b8386. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"ViT","Textual Encoder (Et)":"T5"}. This record does not assert independent reproduction. ### GCN MRR: 22.28. Result ID: 69b126fe6dbb7075b95b8379. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"CLIP","Textual Encoder (Et)":"CLIP"}. This record does not assert independent reproduction. ### MMGCN MRR: 22.2. Result ID: 69b126fe6dbb7075b95b837c. [Reporting paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"CLIP","Textual Encoder (Et)":"CLIP"}. This record does not assert independent reproduction. ### MLP MRR: 22.18. Result ID: 69b126fe6dbb7075b95b8388. [Reporting paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"ImageBind","Textual Encoder (Et)":"ImageBind"}. This record does not assert independent reproduction. ### MGAT MRR: 22.13. Result ID: 69b126fe6dbb7075b95b838d. [Reporting paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"ImageBind","Textual Encoder (Et)":"ImageBind"}. This record does not assert independent reproduction. ### MMGCN MRR: 21.77. Result ID: 69b126fe6dbb7075b95b8394. [Reporting paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"DINOv2","Textual Encoder (Et)":"T5"}. This record does not assert independent reproduction. ### GCN MRR: 21.6. Result ID: 69b126fe6dbb7075b95b8381. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"ViT","Textual Encoder (Et)":"T5"}. This record does not assert independent reproduction. ### MGAT MRR: 21.42. Result ID: 69b126fe6dbb7075b95b8395. [Reporting paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"DINOv2","Textual Encoder (Et)":"T5"}. This record does not assert independent reproduction. ### MGAT MRR: 21.38. Result ID: 69b126fe6dbb7075b95b837d. [Reporting paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"CLIP","Textual Encoder (Et)":"CLIP"}. This record does not assert independent reproduction. ### GCN MRR: 21.19. Result ID: 69b126fe6dbb7075b95b8391. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"DINOv2","Textual Encoder (Et)":"T5"}. This record does not assert independent reproduction. ### MLP MRR: 21.1. Result ID: 69b126fe6dbb7075b95b8378. [Reporting paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"CLIP","Textual Encoder (Et)":"CLIP"}. This record does not assert independent reproduction. ### MGAT MRR: 20.59. Result ID: 69b126fe6dbb7075b95b8385. [Reporting paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"ViT","Textual Encoder (Et)":"T5"}. This record does not assert independent reproduction. ### MMGCN MRR: 19.45. Result ID: 69b126fe6dbb7075b95b8384. [Reporting paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"ViT","Textual Encoder (Et)":"T5"}. This record does not assert independent reproduction. ### MLP MRR: 17.65. Result ID: 69b126fe6dbb7075b95b8380. [Reporting paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"ViT","Textual Encoder (Et)":"T5"}. This record does not assert independent reproduction. ### MLP MRR: 17.53. Result ID: 69b126fe6dbb7075b95b8390. [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.