Lung cancer early detection on Lung Cancer Early Detection Dataset (Overall Population)
86AUROCTraj-Evolve (ExPool+MARL)
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Traj-Evolve (ExPool+MARL)Model Family=LLM, Fine-tuning=SFT, Data Modalities=All2026.06 | 86 | 32.3 | 72.4 | 84.1 | 29.3 | 97.1 | 41.7 | |
| Traj-Evolve (MARL)Model Family=LLM, Fine-tuning=SFT, Data Modalities=All2026.06 | 84.3 | 30.9 | 81.3 | 79.8 | 27.2 | 97.9 | 40.8 | |
| Traj-Evolve (ExPool)Model Family=LLM, Fine-tuning=Few-shot, Data Modalities=All2026.06 | 83.7 | 31.5 | 70.5 | 80.5 | 27.1 | 96.4 | 39.1 | |
| Traj-CoAModel Family=LLM, Fine-tuning=Zero-shot, Data Modalities=All2026.06 | 81.4 | 30.2 | 72.7 | 76.7 | 25.3 | 97 | 37.1 | |
| RAGModel Family=LLM, Fine-tuning=Zero-shot, Data Modalities=All2026.06 | 80.6 | 29.6 | 78.8 | 71.2 | 21.8 | 97.2 | 33.9 | |
| GPT-OSS-20BModel Family=LLM, Fine-tuning=Zero-shot, Data Modalities=All2026.06 | 79.4 | 26.2 | 73.4 | 74.8 | 23 | 96.6 | 34.7 | |
| XgboostModel Family=ML, Fine-tuning=SFT, Data Modalities=Codes2026.06 | 75.5 | 26.1 | 71.3 | 71.2 | 20.1 | 96.2 | 31.2 | |
| LRModel Family=ML, Fine-tuning=SFT, Data Modalities=Codes2026.06 | 75.2 | 26.7 | 70.5 | 70.3 | 19.7 | 96 | 30.4 | |
| Clinical ModernBERTModel Family=BERT, Fine-tuning=SFT, Data Modalities=All2026.06 | 74 | 24.1 | 67.4 | 71.8 | 19.9 | 95.7 | 30.3 | |
| RETAINModel Family=DL, Fine-tuning=SFT, Data Modalities=Codes2026.06 | 69.9 | 19.5 | 66.1 | 65.4 | 17.9 | 95.3 | 26.8 | |
| LCRATModel Family=Clinical, Fine-tuning=Zero-shot, Data Modalities=Clinical2026.06 | 69 | 16.9 | 78.9 | 53.8 | 15.4 | 96.5 | 25.2 | |
| PatientTMModel Family=DL, Fine-tuning=SFT, Data Modalities=Codes, Texts2026.06 | 68.3 | 18.9 | 71 | 59.5 | 15.4 | 95.5 | 24.9 |