GoodReads
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Link Prediction | Goodreads-LP | MRR74.89 | 32 | |
| Unlearning | Goodreads-NC | Unlearning Time (s)1.07 | 31 | |
| Relation-Conditioned Retrieval | Goodreads | MRR32.14 | 30 | |
| Recommendation | Goodreads (test) | HR@587.35 | 29 | |
| Peak Estimation | Goodreads per-genre | IQR1.1 | 28 | |
| Node Classification | Goodreads-NC (test) | Accuracy86.64 | 28 | |
| Node Classification | Goodreads | Accuracy78.54 | 26 | |
| Recommendation | Goodreads | Hit Rate @ 580.52 | 20 | |
| Sequential Recommendation | GoodReads Comics | NDCG@100.2366 | 18 | |
| Sequential Recommendation | GoodReads Children | NDCG@1014.39 | 18 | |
| Sequential Recommendation | GoodReads | HR@557.03 | 15 | |
| Federated Cross-Domain Recommendation | GoodReads Children | H@55.02 | 14 | |
| Federated Cross-Domain Recommendation | GoodReads Comics | Hit Rate @58.62 | 14 | |
| Federated Cross-Domain Recommendation | GoodReads Crime | H@53.58 | 14 | |
| Sequential Recommendation | Goodreads (test) | Recall@53.66 | 11 | |
| Recommendation | Goodreads Cold-Start Item | Avg HR@{1,3,5}0.505 | 11 | |
| Recommendation | Goodreads Cold-Start (User) | Avg. HR@{1,3,5}67.7 | 11 | |
| Recommendation | Goodreads Classic | Avg HR @{1,3,5}56.7 | 11 | |
| Item Promotion Attack | Goodreads | HR@100 | 10 | |
| Federated Cross-Domain Recommendation | GoodReads Crime, Comics & Children Average | Avg H@55.72 | 10 | |
| Recommendation | Goodreads InstructRec retrospective (test) | HR@136.9 | 9 | |
| Recommendation | Goodreads N=20 (test) | H@126.57 | 9 | |
| Link prediction | Goodreads | AP95.62 | 8 | |
| Multi-Stakeholder Recommendation | Goodreads YA | NDCG53.54 | 6 | |
| Recommendation | Goodreads Evo-Int Long v1 | HR_avg87.3 | 5 |
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