Multi-modal Entity Alignment
Papers
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All datasetsUMVM-dbp-fr-enUMVM-dbp-ja-enUMVM-dbp-zh-enUMVM-oea-d-w-v1UMVM-oea-en-deUMVM-oea-en-frUMVM-oea-d-w-v2MMKG
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | UMAEA (w/o surf) | Hits@1 | 0.87 | — | Unverified |
| 2 | MEAformer (w/o surf) | Hits@1 | 0.85 | — | Unverified |
| 3 | UMAEA (w/o surf & iter ) | Hits@1 | 0.82 | — | Unverified |
| 4 | MCLEA (w/o surf) | Hits@1 | 0.81 | — | Unverified |
| 5 | MEAformer (w/o surf & w/o iter) | Hits@1 | 0.77 | — | Unverified |
| 6 | EVA (w/o surf) | Hits@1 | 0.77 | — | Unverified |
| 7 | MCLEA (w/o surf & w/o iter) | Hits@1 | 0.72 | — | Unverified |
| 8 | EVA (w/o surf & w/o iter) | Hits@1 | 0.69 | — | Unverified |
| 9 | MSNEA (w/o surf) | Hits@1 | 0.58 | — | Unverified |
| 10 | MSNEA (w/o surf & w/o iter) | Hits@1 | 0.56 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | UMAEA (w/o surf) | Hits@1 | 0.86 | — | Unverified |
| 2 | MEAformer (w/o surf) | Hits@1 | 0.84 | — | Unverified |
| 3 | MCLEA (w/o surf) | Hits@1 | 0.81 | — | Unverified |
| 4 | UMAEA (w/o surf & iter ) | Hits@1 | 0.8 | — | Unverified |
| 5 | MEAformer (w/o surf & w/o iter) | Hits@1 | 0.76 | — | Unverified |
| 6 | EVA (w/o surf) | Hits@1 | 0.74 | — | Unverified |
| 7 | MCLEA (w/o surf & w/o iter) | Hits@1 | 0.72 | — | Unverified |
| 8 | EVA (w/o surf & w/o iter) | Hits@1 | 0.67 | — | Unverified |
| 9 | MSNEA (w/o surf) | Hits@1 | 0.56 | — | Unverified |
| 10 | MSNEA (w/o surf & w/o iter) | Hits@1 | 0.54 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | UMAEA (w/o surf) | Hits@1 | 0.86 | — | Unverified |
| 2 | MEAformer (w/o surf) | Hits@1 | 0.85 | — | Unverified |
| 3 | MCLEA (w/o surf) | Hits@1 | 0.81 | — | Unverified |
| 4 | UMAEA (w/o surf & iter ) | Hits@1 | 0.8 | — | Unverified |
| 5 | MEAformer (w/o surf & w/o iter) | Hits@1 | 0.77 | — | Unverified |
| 6 | EVA (w/o surf) | Hits@1 | 0.75 | — | Unverified |
| 7 | MCLEA (w/o surf & w/o iter) | Hits@1 | 0.73 | — | Unverified |
| 8 | EVA (w/o surf & w/o iter) | Hits@1 | 0.68 | — | Unverified |
| 9 | MSNEA (w/o surf) | Hits@1 | 0.65 | — | Unverified |
| 10 | MSNEA (w/o surf & w/o iter) | Hits@1 | 0.61 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | UMAEA (w/o surf) | Hits@1 | 0.95 | — | Unverified |
| 2 | MCLEA (w/o surf) | Hits@1 | 0.94 | — | Unverified |
| 3 | EVA (w/o surf) | Hits@1 | 0.92 | — | Unverified |
| 4 | UMAEA (w/o surf & iter ) | Hits@1 | 0.9 | — | Unverified |
| 5 | MCLEA (w/o surf & w/o iter) | Hits@1 | 0.88 | — | Unverified |
| 6 | EVA (w/o surf & w/o iter) | Hits@1 | 0.86 | — | Unverified |
| 7 | MSNEA (w/o surf) | Hits@1 | 0.81 | — | Unverified |
| 8 | MSNEA (w/o surf & w/o iter) | Hits@1 | 0.8 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | UMAEA (w/o surf) | Hits@1 | 0.97 | — | Unverified |
| 2 | MCLEA (w/o surf) | Hits@1 | 0.97 | — | Unverified |
| 3 | EVA (w/o surf) | Hits@1 | 0.96 | — | Unverified |
| 4 | UMAEA (w/o surf & iter ) | Hits@1 | 0.96 | — | Unverified |
| 5 | MCLEA (w/o surf & w/o iter) | Hits@1 | 0.94 | — | Unverified |
| 6 | EVA (w/o surf & w/o iter) | Hits@1 | 0.92 | — | Unverified |
| 7 | MSNEA (w/o surf) | Hits@1 | 0.79 | — | Unverified |
| 8 | MSNEA (w/o surf & w/o iter) | Hits@1 | 0.75 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | UMAEA (w/o surf) | Hits@1 | 0.9 | — | Unverified |
| 2 | MCLEA (w/o surf) | Hits@1 | 0.89 | — | Unverified |
| 3 | EVA (w/o surf) | Hits@1 | 0.85 | — | Unverified |
| 4 | UMAEA (w/o surf & iter ) | Hits@1 | 0.85 | — | Unverified |
| 5 | MCLEA (w/o surf & w/o iter) | Hits@1 | 0.82 | — | Unverified |
| 6 | EVA (w/o surf & w/o iter) | Hits@1 | 0.79 | — | Unverified |
| 7 | MSNEA (w/o surf) | Hits@1 | 0.7 | — | Unverified |
| 8 | MSNEA (w/o surf & w/o iter) | Hits@1 | 0.69 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | UMAEA (w/o surf) | Hits@1 | 0.97 | — | Unverified |
| 2 | MCLEA (w/o surf) | Hits@1 | 0.97 | — | Unverified |
| 3 | UMAEA (w/o surf & iter ) | Hits@1 | 0.95 | — | Unverified |
| 4 | MCLEA (w/o surf & w/o iter) | Hits@1 | 0.93 | — | Unverified |
| 5 | EVA (w/o surf) | Hits@1 | 0.93 | — | Unverified |
| 6 | EVA (w/o surf & w/o iter) | Hits@1 | 0.89 | — | Unverified |
| 7 | MSNEA (w/o surf) | Hits@1 | 0.86 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | IBMEA | H@1 | 0.63 | — | Unverified |