Survival Analysis on TCGA cohort
0.774Hidden-state CtdProposed Method (Student LLM)
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Proposed Method (Student LLM)Text=true, Cov=true, GE=true, Survival=Discrete, Fusion=Late, CC=true2026.03 | 0.774 | 0.135 | 0.613 | 0.167 | 0.778 | 0.13 | |
| Proposed Method (Student LLM)Text=true, Cov=true, GE=true, Survival=CoxPH, Fusion=Late2026.03 | 0.773 | 0.126 | 0.575 | 0.165 | 0.775 | 0.126 | |
| Proposed Method (Student LLM)Text=true, Cov=true, GE=true, Survival=CoxPH, Fusion=Late, CC=true2026.03 | 0.77 | 0.127 | 0.6 | 0.164 | 0.773 | 0.128 | |
| Proposed Method (Student LLM)Text=true, Cov=true, GE=true, Survival=Discrete, Fusion=Late2026.03 | 0.765 | 0.138 | 0.626 | 0.164 | 0.766 | 0.135 | |
| Proposed Method (Student LLM)Text=true, Cov=true, GE=true, Survival=CoxPH, Fusion=Early2026.03 | 0.753 | 0.135 | 0.611 | 0.168 | 0.755 | 0.134 | |
| GE-onlyGE=true, Survival=CoxPH2026.03 | 0.751 | 0.135 | — | — | — | — | |
| Proposed Method (Student LLM)Text=true, Cov=true, GE=true, Survival=CoxPH, Fusion=Late, Pretrain=true2026.03 | 0.743 | 0.144 | 0.625 | 0.165 | 0.746 | 0.141 | |
| Proposed Method (Student LLM)Text=true, Cov=true, GE=true, Survival=Discrete, Fusion=Early2026.03 | 0.741 | 0.141 | 0.648 | 0.166 | 0.744 | 0.139 | |
| Proposed Method (Student LLM)Text=true, Cov=true, GE=true, Survival=Discrete, Fusion=Late, Pretrain=true2026.03 | 0.74 | 0.149 | 0.628 | 0.165 | 0.745 | 0.145 | |
| GE-onlyGE=true, Survival=Discrete2026.03 | 0.734 | 0.139 | — | — | — | — | |
| Proposed Method (Student LLM)Text=true, Survival=CoxPH2026.03 | 0.729 | 0.141 | 0.621 | 0.163 | 0.733 | 0.14 | |
| BERTSurvText=true, Cov=true, GE=true, Survival=CoxPH, Fusion=Early2026.03 | 0.691 | 0.15 | — | — | — | — | |
| Proposed Method (Student LLM)Text=true, Survival=Discrete2026.03 | 0.673 | 0.152 | 0.637 | 0.159 | 0.697 | 0.144 | |
| Cov-onlyCov=true, Survival=CoxPH2026.03 | 0.668 | 0.149 | — | — | — | — | |
| Cov-onlyCov=true, Survival=Discrete2026.03 | 0.665 | 0.149 | — | — | — | — | |
| Teacher LLMText=true2026.03 | — | — | 0.746 | 0.141 | — | — |