Entity Alignment
Entity Alignment is the task of finding entities in two knowledge bases that refer to the same real-world object. It plays a vital role in automatically integrating multiple knowledge bases.
Note: results that have incorporated machine translated entity names (introduced in the RDGCN paper) or pre-alignment name embeddings are considered to have used extra training labels (both are marked with "Extra Training Data" in the leaderboard) and are not adhere to a comparable setting with others that have followed the original setting of the benchmark.
Source: Cross-lingual Entity Alignment via Joint Attribute-Preserving Embedding
The task of entity alignment is related to the task of entity resolution which focuses on matching structured entity descriptions in different contexts.
Papers
Showing 1–10 of 190 papers
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | MEAformer | Hits@1 | 0.97 | — | Unverified |
| 2 | Unsup. MEAformer | Hits@1 | 0.96 | — | Unverified |
| 3 | MEAformer (w/o iter ) | Hits@1 | 0.95 | — | Unverified |
| 4 | Unsup. MEAformer (w/o iter ) | Hits@1 | 0.92 | — | Unverified |
| 5 | SEU | Hits@1 | 0.9 | — | Unverified |
| 6 | PSR | Hits@1 | 0.88 | — | Unverified |
| 7 | EMGCN | Hits@1 | 0.86 | — | Unverified |
| 8 | Dual-AMN | Hits@1 | 0.86 | — | Unverified |
| 9 | UMAEA (w/o surf) | Hits@1 | 0.86 | — | Unverified |
| 10 | MEAformer (w/o surf) | Hits@1 | 0.85 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | MEAformer | Hits@1 | 1 | — | Unverified |
| 2 | Unsup. MEAformer | Hits@1 | 0.99 | — | Unverified |
| 3 | MEAformer (w/o iter ) | Hits@1 | 0.99 | — | Unverified |
| 4 | SEU | Hits@1 | 0.99 | — | Unverified |
| 5 | Unsup. MEAformer (w/o iter ) | Hits@1 | 0.97 | — | Unverified |
| 6 | PSR | Hits@1 | 0.96 | — | Unverified |
| 7 | Dual-AMN | Hits@1 | 0.95 | — | Unverified |
| 8 | EMGCN | Hits@1 | 0.94 | — | Unverified |
| 9 | UMAEA (w/o surf) | Hits@1 | 0.87 | — | Unverified |
| 10 | MEAformer (w/o surf) | Hits@1 | 0.85 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | MEAformer | Hits@1 | 0.99 | — | Unverified |
| 2 | Unsup. MEAformer | Hits@1 | 0.99 | — | Unverified |
| 3 | MEAformer (w/o iter ) | Hits@1 | 0.98 | — | Unverified |
| 4 | Unsup. MEAformer (w/o iter ) | Hits@1 | 0.96 | — | Unverified |
| 5 | SEU | Hits@1 | 0.96 | — | Unverified |
| 6 | PSR | Hits@1 | 0.91 | — | Unverified |
| 7 | Dual-AMN | Hits@1 | 0.89 | — | Unverified |
| 8 | EMGCN | Hits@1 | 0.87 | — | Unverified |
| 9 | UMAEA (w/o surf) | Hits@1 | 0.86 | — | Unverified |
| 10 | MEAformer (w/o surf) | Hits@1 | 0.84 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | MEAformer (seed 60%) | Hits@1 | 0.78 | — | Unverified |
| 2 | MEAformer (seed 60% w/o iter) | Hits@1 | 0.77 | — | Unverified |
| 3 | MEAformer (seed 40%) | Hits@1 | 0.69 | — | Unverified |
| 4 | MEAformer (seed 40% w/o iter) | Hits@1 | 0.62 | — | Unverified |
| 5 | MEAformer (seed 20%) | Hits@1 | 0.58 | — | Unverified |
| 6 | MEAformer (seed 20% w/o iter) | Hits@1 | 0.42 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | MEAformer (seed 60%) | Hits@1 | 0.72 | — | Unverified |
| 2 | MEAformer (seed 60% w/o iter) | Hits@1 | 0.7 | — | Unverified |
| 3 | MEAformer (seed 40%) | Hits@1 | 0.61 | — | Unverified |
| 4 | MEAformer (seed 40% w/o iter) | Hits@1 | 0.56 | — | Unverified |
| 5 | MEAformer (seed 20%) | Hits@1 | 0.44 | — | Unverified |
| 6 | MEAformer (seed 20% w/o iter) | Hits@1 | 0.33 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | LightEA-I | Hit@1 | 0.29 | — | Unverified |
| 2 | ClusterEA-D | Hit@1 | 0.29 | — | Unverified |
| 3 | LightEA-B | Hit@1 | 0.26 | — | Unverified |
| 4 | ClusterEA-R | Hit@1 | 0.26 | — | Unverified |
| 5 | ClusterEA-G | Hit@1 | 0.1 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | MTransE w/ background ranking | dangling entity detection F1 | 0.77 | — | Unverified |
| 2 | AliNet w/ background ranking | dangling entity detection F1 | 0.64 | — | Unverified |