Overlap ratio estimation on Wiki (held-out pairs)
0.04MAEALORE
Evaluation Results
| Method | Links | |
|---|---|---|
| ALOREapproach=alignment-guided overlap ratio estimator2026.07 | 0.04 | |
| Armadilloapproach=tripartite graph embedding with GraphSAGE2026.07 | 0.069 | |
| BERT-Tserialization=Table (-T)2026.07 | 0.097 | |
| RoBERTa-Tserialization=Table (-T)2026.07 | 0.101 | |
| BERT-Rserialization=Row (-R)2026.07 | 0.115 | |
| RoBERTa-Rserialization=Row (-R)2026.07 | 0.135 | |
| TURLapproach=contextualized cell representations2026.07 | 0.199 | |
| BERT-HTserialization=Hashed-Table (-HT)2026.07 | 0.207 | |
| Jaccardvariant=set-based Jaccard2026.07 | 0.223 | |
| RoBERTa-HTserialization=Hashed-Table (-HT)2026.07 | 0.229 | |
| Jaccard-BUvariant=bag-union variant (-BU)2026.07 | 0.231 | |
| Jaccard-BNvariant=bag-normalized variant (-BN)2026.07 | 0.278 | |
| EmbDIapproach=tripartite graph node2vec adaptation2026.07 | 0.372 |