Skill Classification on Counseling Skill Dataset (test)
99.34AccuracyI.D.
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| I.D.Paradigm=BERT2026.01 | 99.34 | 65.19 | 72.96 | 68.86 | 58.56 | 68.32 | 63.06 | 3.663 | |
| JointParadigm=BERT2026.01 | 99.23 | 66.88 | 72.82 | 69.72 | 60.87 | 68.36 | 64.4 | 3.5258 | |
| StaticParadigm=BERT2026.01 | 98.68 | 69.38 | 69.6 | 69.49 | 63.43 | 64.06 | 63.74 | 3.1701 | |
| BM25Paradigm=ICL2026.01 | 94.62 | 62.17 | 57.37 | 59.67 | 57.8 | 51.57 | 54.51 | 2.8013 | |
| MiniLMParadigm=ICL2026.01 | 92.86 | 61.47 | 56.48 | 58.87 | 57.31 | 50.42 | 53.64 | 2.7618 | |
| BGE-M3Paradigm=ICL2026.01 | 92.86 | 62.54 | 57.47 | 59.9 | 58.25 | 51.57 | 54.71 | 2.7794 | |
| Skill+Def+ExParadigm=Baseline2026.01 | 65.2 | 39.34 | 31.11 | 34.74 | 42.81 | 29.13 | 34.67 | 2.1361 | |
| SkillParadigm=Baseline2026.01 | 64.87 | 38.6 | 31.04 | 34.41 | 42.22 | 30.07 | 35.12 | 2.236 |