Link Prediction on Edinburgh Association Thesaurus (EAT) (test)
87AccuracyfastText-EN (best)
Evaluation results
| Method | Links | |
|---|---|---|
| fastText-EN (best)note=Evaluation on aggregate/entire colexification data2025.02 | 87 | |
| ProNEColexification Type=full / affix / overlap2025.02 | 81 | |
| fastText (avg.)note=Evaluation on aggregate/entire colexification data2025.02 | 81 | |
| ProNEColexification Type=full / affix2025.02 | 80 | |
| Node2VecColexification Type=full / affix / overlap2025.02 | 79 | |
| ProNEColexification Type=affix2025.02 | 79 | |
| shortest pathColexification Type=full / affix / overlap2025.02 | 78 | |
| PPMIColexification Type=full / affix / overlap2025.02 | 78 | |
| Node2VecColexification Type=full / affix2025.02 | 78 | |
| shortest pathColexification Type=full / affix2025.02 | 77 | |
| PPMIColexification Type=full / affix2025.02 | 77 | |
| Node2VecColexification Type=full / overlap2025.02 | 77 | |
| ProNEColexification Type=full / overlap2025.02 | 77 | |
| shortest pathColexification Type=affix2025.02 | 76 | |
| PPMIColexification Type=affix2025.02 | 76 | |
| Node2VecColexification Type=affix2025.02 | 75 | |
| cosine similarityColexification Type=full / affix2025.02 | 74 | |
| SDNEColexification Type=full / affix / overlap2025.02 | 74 | |
| cosine similarityColexification Type=affix2025.02 | 73 | |
| cosine similarityColexification Type=full / affix / overlap2025.02 | 73 | |
| SDNEColexification Type=full / affix2025.02 | 72 | |
| SDNEColexification Type=full / overlap2025.02 | 72 | |
| Node2VecColexification Type=overlap2025.02 | 72 | |
| shortest pathColexification Type=full2025.02 | 71 | |
| random walksColexification Type=full / affix2025.02 | 71 | |
| random walksColexification Type=full / affix / overlap2025.02 | 71 | |
| Node2VecColexification Type=full2025.02 | 71 | |
| ProNEColexification Type=full2025.02 | 71 | |
| ProNEColexification Type=overlap2025.02 | 71 | |
| shortest pathColexification Type=overlap2025.02 | 70 | |
| random walksColexification Type=affix2025.02 | 70 | |
| PPMIColexification Type=overlap2025.02 | 68 | |
| SDNEColexification Type=overlap2025.02 | 68 | |
| shortest pathColexification Type=full / overlap2025.02 | 67 | |
| PPMIColexification Type=full / overlap2025.02 | 67 | |
| random walksColexification Type=full / overlap2025.02 | 67 | |
| SDNEColexification Type=affix2025.02 | 67 | |
| cosine similarityColexification Type=overlap2025.02 | 65 | |
| cosine similarityColexification Type=full / overlap2025.02 | 65 | |
| PPMIColexification Type=full2025.02 | 65 | |
| random walksColexification Type=full2025.02 | 65 | |
| random walksColexification Type=overlap2025.02 | 65 | |
| cosine similarityColexification Type=full2025.02 | 64 | |
| SDNEColexification Type=full2025.02 | 59 |