Human value representation and differentiation on UniVaR (test)
23.87AccuracyCALM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CALMEvaluation Protocol=k-NN2026.01 | 23.87 | 21.35 | — | — | — | |
| UniVaREvaluation Protocol=k-NN2026.01 | 20.37 | 16.84 | — | — | — | |
| LaBSEEvaluation Protocol=k-NN2026.01 | 4.03 | 3.94 | — | — | — | |
| GloVeEvaluation Protocol=k-NN2026.01 | 2.27 | 2.26 | — | — | — | |
| RoBERTaEvaluation Protocol=k-NN2026.01 | 1.88 | 1.89 | — | — | — | |
| BERTEvaluation Protocol=k-NN2026.01 | 1.78 | 1.82 | — | — | — | |
| XLM-REvaluation Protocol=k-NN2026.01 | 1.4 | 1.41 | — | — | — | |
| MPNetEvaluation Protocol=k-NN2026.01 | 1.4 | 1.49 | — | — | — | |
| BERTEvaluation Protocol=Linear2026.01 | — | — | 10.57 | 28.87 | 42.2 | |
| CALMEvaluation Protocol=Linear2026.01 | — | — | 23.04 | 50.68 | 65.41 | |
| GloVeEvaluation Protocol=Linear2026.01 | — | — | 5.45 | 17.19 | 27.72 | |
| LaBSEEvaluation Protocol=Linear2026.01 | — | — | 11.76 | 32.16 | 47.48 | |
| MPNetEvaluation Protocol=Linear2026.01 | — | — | 4.73 | 15.74 | 25.8 | |
| RoBERTaEvaluation Protocol=Linear2026.01 | — | — | 10.06 | 27.7 | 41.17 | |
| UniVaREvaluation Protocol=Linear2026.01 | — | — | 18.67 | 45.75 | 61.7 | |
| XLM-REvaluation Protocol=Linear2026.01 | — | — | 8.65 | 24.96 | 37.92 |