Multi-label Classification on MIMIC-IV full
0.73FocTeacher
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| TeacherBase Model=LLaMA3-70B, Distillation Method=Teacher2026.06 | 0.73 | 0.14 | 0.83 | 64 | 2.45 | 0.65 | 0.57 | 0.52 | |
| Mech.Base Model=LLaMA3-13B, Distillation Method=Mech.2026.06 | 0.66 | 0.17 | 0.78 | 57 | 2.28 | 0.59 | 0.5 | 0.44 | |
| Mech.Base Model=LLaMA3-7B, Distillation Method=Mech.2026.06 | 0.62 | 0.19 | 0.76 | 52 | 2.18 | 0.55 | 0.46 | 0.41 | |
| CWTBase Model=LLaMA3-13B, Distillation Method=CWT2026.06 | 0.58 | 0.23 | 0.77 | 55 | 2.09 | 0.52 | 0.42 | 0.39 | |
| MoRSDBase Model=LLaMA3-13B, Distillation Method=MoRSD2026.06 | 0.56 | 0.24 | 0.76 | 54 | 2.04 | 0.51 | 0.4 | 0.37 | |
| UniCoTTBase Model=LLaMA3-13B, Distillation Method=UniCoTT2026.06 | 0.54 | 0.26 | 0.75 | 52 | 1.96 | 0.49 | 0.38 | 0.35 | |
| CWTBase Model=LLaMA3-7B, Distillation Method=CWT2026.06 | 0.53 | 0.26 | 0.75 | 50 | 1.98 | 0.47 | 0.38 | 0.35 | |
| SemCoTBase Model=LLaMA3-13B, Distillation Method=SemCoT2026.06 | 0.53 | 0.27 | 0.74 | 51 | 1.91 | 0.48 | 0.36 | 0.33 | |
| MoRSDBase Model=LLaMA3-7B, Distillation Method=MoRSD2026.06 | 0.51 | 0.27 | 0.74 | 49 | 1.92 | 0.46 | 0.36 | 0.33 | |
| UniCoTTBase Model=LLaMA3-7B, Distillation Method=UniCoTT2026.06 | 0.48 | 0.29 | 0.73 | 47 | 1.85 | 0.44 | 0.34 | 0.31 | |
| SemCoTBase Model=LLaMA3-7B, Distillation Method=SemCoT2026.06 | 0.47 | 0.3 | 0.72 | 46 | 1.79 | 0.43 | 0.32 | 0.29 | |
| VanillaBase Model=LLaMA3-13B, Distillation Method=Vanilla2026.06 | 0.45 | 0.31 | 0.72 | 48 | 1.75 | 0.43 | 0.31 | 0.28 | |
| VanillaBase Model=LLaMA3-7B, Distillation Method=Vanilla2026.06 | 0.39 | 0.35 | 0.69 | 42 | 1.62 | 0.38 | 0.27 | 0.24 |