Lexical Semantic Similarity on Multi-SimLex
0.72Spearman CorrelationProNE
Evaluation results
| Method | Links | |
|---|---|---|
| ProNEColexification Type=full / affix2025.02 | 0.72 | |
| Node2VecColexification Type=full / affix2025.02 | 0.69 | |
| Node2VecColexification Type=full / affix / overlap2025.02 | 0.66 | |
| ProNEColexification Type=full / affix / overlap2025.02 | 0.66 | |
| Node2VecColexification Type=full2025.02 | 0.64 | |
| ProNEColexification Type=full2025.02 | 0.64 | |
| ProNEColexification Type=affix2025.02 | 0.63 | |
| ProNEColexification Type=full / overlap2025.02 | 0.62 | |
| Node2VecColexification Type=full / overlap2025.02 | 0.61 | |
| SDNEColexification Type=full / affix2025.02 | 0.6 | |
| Node2VecColexification Type=affix2025.02 | 0.58 | |
| PPMIColexification Type=full2025.02 | 0.53 | |
| cosine similarityColexification Type=full2025.02 | 0.5 | |
| cosine similarityColexification Type=full / affix2025.02 | 0.5 | |
| SDNEColexification Type=full2025.02 | 0.48 | |
| SDNEColexification Type=full / affix / overlap2025.02 | 0.47 | |
| SDNEColexification Type=full / overlap2025.02 | 0.46 | |
| fastText-ZH (best)2025.02 | 0.44 | |
| random walksColexification Type=full2025.02 | 0.43 | |
| cosine similarityColexification Type=affix2025.02 | 0.42 | |
| cosine similarityColexification Type=full / affix / overlap2025.02 | 0.39 | |
| random walksColexification Type=full / affix2025.02 | 0.38 | |
| SDNEColexification Type=affix2025.02 | 0.36 | |
| SDNEColexification Type=overlap2025.02 | 0.36 | |
| fastText (avg.)2025.02 | 0.36 | |
| PPMIColexification Type=full / overlap2025.02 | 0.34 | |
| random walksColexification Type=affix2025.02 | 0.34 | |
| PPMIColexification Type=affix2025.02 | 0.33 | |
| PPMIColexification Type=full / affix2025.02 | 0.31 | |
| cosine similarityColexification Type=full / overlap2025.02 | 0.27 | |
| Node2VecColexification Type=overlap2025.02 | 0.26 | |
| ProNEColexification Type=overlap2025.02 | 0.26 | |
| random walksColexification Type=full / affix / overlap2025.02 | 0.25 | |
| PPMIColexification Type=full / affix / overlap2025.02 | 0.23 | |
| random walksColexification Type=full / overlap2025.02 | 0.22 | |
| PPMIColexification Type=overlap2025.02 | 0.21 | |
| cosine similarityColexification Type=overlap2025.02 | 0.15 | |
| random walksColexification Type=overlap2025.02 | 0.1 | |
| shortest pathColexification Type=overlap2025.02 | -0.18 | |
| shortest pathColexification Type=full / overlap2025.02 | -0.45 | |
| shortest pathColexification Type=full / affix / overlap2025.02 | -0.47 | |
| shortest pathColexification Type=affix2025.02 | -0.49 | |
| shortest pathColexification Type=full / affix2025.02 | -0.51 | |
| shortest pathColexification Type=full2025.02 | -0.6 |