Language Similarity Grounding on SST-2
0.43Accuracy CorrelationAD-CKA
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| AD-CKADomain=Language, Architecture=BERT2026.05 | 0.43 | 0.4 | 0.62 | 0.99 | |
| UnifDiffDomain=Language, Architecture=BERT2026.05 | 0.35 | 0.38 | 0.6 | 0.37 | |
| 2nd-CosDomain=Language, Architecture=BERT2026.05 | 0.3 | 0.49 | 0.37 | 0.64 | |
| AD-DistCorrDomain=Language, Architecture=BERT2026.05 | 0.25 | 0.38 | 0.62 | 1 | |
| AD-RBF-CKADomain=Language, Architecture=BERT2026.05 | 0.24 | 0.28 | 0.58 | 0.96 | |
| RSMDiffDomain=Language, Architecture=BERT2026.05 | 0.2 | 0.24 | 0.91 | 0.37 | |
| JaccardDomain=Language, Architecture=BERT2026.05 | 0.17 | 0.54 | 0.35 | 0.64 | |
| RankSimDomain=Language, Architecture=BERT2026.05 | 0.14 | 0.56 | 0.34 | 0.64 | |
| ConcDiffDomain=Language, Architecture=BERT2026.05 | 0.12 | -0.02 | 0.96 | 0.27 | |
| ProcDistDomain=Language, Architecture=BERT2026.05 | 0.1 | 0.49 | 0.86 | 0.52 | |
| RTDDomain=Language, Architecture=BERT2026.05 | 0.05 | 0.33 | 0.27 | 0.39 | |
| AlignCosDomain=Language, Architecture=BERT2026.05 | 0.02 | 0.49 | 0.99 | 0.54 | |
| CKADomain=Language, Architecture=BERT2026.05 | -0.06 | 0.48 | 0.59 | 0.38 | |
| IMDDomain=Language, Architecture=BERT2026.05 | -0.06 | 0.02 | 0.47 | 0.34 | |
| Multi-Scale CKADomain=Language, Architecture=BERT2026.05 | -0.06 | 0.39 | 0.61 | 1 | |
| SVCCADomain=Language, Architecture=BERT2026.05 | -0.08 | 0.47 | 0.64 | 0.36 | |
| PermProcDomain=Language, Architecture=BERT2026.05 | -0.09 | 0.04 | 0.45 | 0.55 | |
| DistCorrDomain=Language, Architecture=BERT2026.05 | -0.1 | 0.51 | 0.59 | 0.39 | |
| Multi-Scale DistCorrDomain=Language, Architecture=BERT2026.05 | -0.12 | 0.41 | 0.6 | 1 | |
| MagDiffDomain=Language, Architecture=BERT2026.05 | -0.13 | 0.11 | 0.38 | 0.35 | |
| AngShapeDomain=Language, Architecture=BERT2026.05 | -0.14 | 0.4 | 0.49 | 0.43 | |
| OrthProcDomain=Language, Architecture=BERT2026.05 | -0.14 | 0.4 | 0.49 | 0.43 | |
| RBF-CKADomain=Language, Architecture=BERT2026.05 | -0.16 | 0.11 | 0.53 | 1 | |
| Multi-Scale RBF-CKADomain=Language, Architecture=BERT2026.05 | -0.17 | 0.13 | 0.53 | 0.99 | |
| RSADomain=Language, Architecture=BERT2026.05 | -0.23 | 0.44 | 0.48 | 0.47 | |
| PWCCADomain=Language, Architecture=BERT2026.05 | -0.33 | -0.32 | 0.27 | 0.32 | |
| HardCorrDomain=Language, Architecture=BERT2026.05 | -0.33 | -0.01 | 0.44 | 0.36 | |
| SoftCorrDomain=Language, Architecture=BERT2026.05 | -0.33 | -0.01 | 0.48 | 0.34 | |
| GULPDomain=Language, Architecture=BERT2026.05 | -0.36 | -0.3 | 0.28 | 0.3 | |
| LinRegDomain=Language, Architecture=BERT2026.05 | -0.38 | 0.02 | 0.4 | 0.46 | |
| EOSDomain=Language, Architecture=BERT2026.05 | -0.38 | -0.21 | 0.36 | 0.33 |