# Link Prediction on Goodreads-LP Source: [Link Prediction on Goodreads-LP]() Collection index: [llms.txt]() Data updated: 2026-03-11T08:25:38.324Z Evaluation of Link Prediction performance on the Goodreads-LP 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) | Goodreads-LP | | 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 | | --- | --- | --- | --- | | MGAT | 74.89 | Not recorded | 69b0f7232d603e6de3e45e8f | | DiP | 46.13 | Not recorded | 69b0f7232d603e6de3e45e8f | | SAGE | 45.61 | Not recorded | 69b0f7232d603e6de3e45e8f | | DiP | 45.18 | Not recorded | 69b0f7232d603e6de3e45e8f | | DiP | 45.13 | Not recorded | 69b0f7232d603e6de3e45e8f | | SAGE | 44.79 | Not recorded | 69b0f7232d603e6de3e45e8f | | DiP | 44.76 | Not recorded | 69b0f7232d603e6de3e45e8f | | MGAT | 44.75 | Not recorded | 69b0f7232d603e6de3e45e8f | | SAGE | 44.1 | Not recorded | 69b0f7232d603e6de3e45e8f | | BUDDY | 43.25 | Not recorded | 69b0f7232d603e6de3e45e8f | | BUDDY | 43.25 | Not recorded | 69b0f7232d603e6de3e45e8f | | BUDDY | 43.18 | Not recorded | 69b0f7232d603e6de3e45e8f | | BUDDY | 41.56 | Not recorded | 69b0f7232d603e6de3e45e8f | | MGAT | 35.26 | Not recorded | 69b0f7232d603e6de3e45e8f | | MGAT | 34.77 | Not recorded | 69b0f7232d603e6de3e45e8f | | SAGE | 34.61 | Not recorded | 69b0f7232d603e6de3e45e8f | | UniGraph2 | 32.43 | Not recorded | 69b0f7232d603e6de3e45e8f | | MMGCN | 31.84 | Not recorded | 69b0f7232d603e6de3e45e8f | | MMGCN | 31.11 | Not recorded | 69b0f7232d603e6de3e45e8f | | UniGraph2 | 29.74 | Not recorded | 69b0f7232d603e6de3e45e8f | | UniGraph2 | 29.68 | Not recorded | 69b0f7232d603e6de3e45e8f | | UniGraph2 | 28.52 | Not recorded | 69b0f7232d603e6de3e45e8f | | GCN | 28.21 | Not recorded | 69b0f7232d603e6de3e45e8f | | MMGCN | 27.64 | Not recorded | 69b0f7232d603e6de3e45e8f | | GCN | 27.56 | Not recorded | 69b0f7232d603e6de3e45e8f | | GCN | 26.5 | Not recorded | 69b0f7232d603e6de3e45e8f | | MMGCN | 26.32 | Not recorded | 69b0f7232d603e6de3e45e8f | | GCN | 25.34 | Not recorded | 69b0f7232d603e6de3e45e8f | | MLP | 11.1 | Not recorded | 69b0f7232d603e6de3e45e8f | | MLP | 11.03 | Not recorded | 69b0f7232d603e6de3e45e8f | | MLP | 10.28 | Not recorded | 69b0f7232d603e6de3e45e8f | | MLP | 7.73 | Not recorded | 69b0f7232d603e6de3e45e8f | ### MGAT MRR: 74.89. Result ID: 69b126fe6dbb7075b95b83b5. [Reporting paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"DINOv2","Textual Encoder (Et)":"T5"}. This record does not assert independent reproduction. ### DiP MRR: 46.13. Result ID: 69b126fe6dbb7075b95b83af. [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: 45.61. Result ID: 69b126fe6dbb7075b95b83b2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"DINOv2","Textual Encoder (Et)":"T5"}. This record does not assert independent reproduction. ### DiP MRR: 45.18. Result ID: 69b126fe6dbb7075b95b83a7. [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: 45.13. Result ID: 69b126fe6dbb7075b95b839f. [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: 44.79. Result ID: 69b126fe6dbb7075b95b83a2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"ViT","Textual Encoder (Et)":"T5"}. This record does not assert independent reproduction. ### DiP MRR: 44.76. Result ID: 69b126fe6dbb7075b95b83b7. [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: 44.75. Result ID: 69b126fe6dbb7075b95b839d. [Reporting paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"CLIP","Textual Encoder (Et)":"CLIP"}. This record does not assert independent reproduction. ### SAGE MRR: 44.1. Result ID: 69b126fe6dbb7075b95b839a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"CLIP","Textual Encoder (Et)":"CLIP"}. This record does not assert independent reproduction. ### BUDDY MRR: 43.25. Result ID: 69b126fe6dbb7075b95b839b. [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: 43.25. Result ID: 69b126fe6dbb7075b95b83b3. [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: 43.18. Result ID: 69b126fe6dbb7075b95b83a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"ViT","Textual Encoder (Et)":"T5"}. This record does not assert independent reproduction. ### BUDDY MRR: 41.56. Result ID: 69b126fe6dbb7075b95b83ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"ImageBind","Textual Encoder (Et)":"ImageBind"}. This record does not assert independent reproduction. ### MGAT MRR: 35.26. Result ID: 69b126fe6dbb7075b95b83a5. [Reporting paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"ViT","Textual Encoder (Et)":"T5"}. This record does not assert independent reproduction. ### MGAT MRR: 34.77. Result ID: 69b126fe6dbb7075b95b83ad. [Reporting paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"ImageBind","Textual Encoder (Et)":"ImageBind"}. This record does not assert independent reproduction. ### SAGE MRR: 34.61. Result ID: 69b126fe6dbb7075b95b83aa. [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: 32.43. Result ID: 69b126fe6dbb7075b95b83ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"ImageBind","Textual Encoder (Et)":"ImageBind"}. This record does not assert independent reproduction. ### MMGCN MRR: 31.84. Result ID: 69b126fe6dbb7075b95b839c. [Reporting paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"CLIP","Textual Encoder (Et)":"CLIP"}. This record does not assert independent reproduction. ### MMGCN MRR: 31.11. Result ID: 69b126fe6dbb7075b95b83a4. [Reporting paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"ViT","Textual Encoder (Et)":"T5"}. This record does not assert independent reproduction. ### UniGraph2 MRR: 29.74. Result ID: 69b126fe6dbb7075b95b83b6. [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: 29.68. Result ID: 69b126fe6dbb7075b95b839e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"CLIP","Textual Encoder (Et)":"CLIP"}. This record does not assert independent reproduction. ### UniGraph2 MRR: 28.52. Result ID: 69b126fe6dbb7075b95b83a6. [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: 28.21. Result ID: 69b126fe6dbb7075b95b83b1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"DINOv2","Textual Encoder (Et)":"T5"}. This record does not assert independent reproduction. ### MMGCN MRR: 27.64. Result ID: 69b126fe6dbb7075b95b83b4. [Reporting paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"DINOv2","Textual Encoder (Et)":"T5"}. This record does not assert independent reproduction. ### GCN MRR: 27.56. Result ID: 69b126fe6dbb7075b95b83a9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"ImageBind","Textual Encoder (Et)":"ImageBind"}. This record does not assert independent reproduction. ### GCN MRR: 26.5. Result ID: 69b126fe6dbb7075b95b83a1. [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: 26.32. Result ID: 69b126fe6dbb7075b95b83ac. [Reporting paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"ImageBind","Textual Encoder (Et)":"ImageBind"}. This record does not assert independent reproduction. ### GCN MRR: 25.34. Result ID: 69b126fe6dbb7075b95b8399. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"CLIP","Textual Encoder (Et)":"CLIP"}. This record does not assert independent reproduction. ### MLP MRR: 11.1. Result ID: 69b126fe6dbb7075b95b83a0. [Reporting paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"ViT","Textual Encoder (Et)":"T5"}. This record does not assert independent reproduction. ### MLP MRR: 11.03. Result ID: 69b126fe6dbb7075b95b8398. [Reporting paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"CLIP","Textual Encoder (Et)":"CLIP"}. This record does not assert independent reproduction. ### MLP MRR: 10.28. Result ID: 69b126fe6dbb7075b95b83b0. [Reporting paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"DINOv2","Textual Encoder (Et)":"T5"}. This record does not assert independent reproduction. ### MLP MRR: 7.73. Result ID: 69b126fe6dbb7075b95b83a8. [Reporting paper]() Recorded evaluation configuration: {"Visual Encoder (Ev)":"ImageBind","Textual Encoder (Et)":"ImageBind"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.