On-domain cell identity prediction on Blood (macro-F1)
84Macro F1 ScoreCellRefine → FF
Evaluation results
| Method | Links | |
|---|---|---|
| CellRefine → FFPost-training=CellRefine, Fine-tuning=Full2026.05 | 84 | |
| CellRefine LoRA → LoRAPost-training=CellRefine, Fine-tuning=LoRA2026.05 | 79 | |
| MLM → FFPost-training=MLM, Fine-tuning=Full2026.05 | 73 | |
| CellRefine LL → LLPost-training=CellRefine, Fine-tuning=Last-Layer2026.05 | 68 | |
| FFStrategy=Full Fine-Tuning2026.05 | 67 | |
| MLM LoRA → LoRAPost-training=MLM, Fine-tuning=LoRA2026.05 | 63 | |
| LoRAStrategy=Parameter-efficient fine-tuning2026.05 | 60 | |
| MLM LL → LLPost-training=MLM, Fine-tuning=Last-Layer2026.05 | 55 | |
| LLStrategy=Last-Layer Fine-Tuning2026.05 | 54 | |
| LPStrategy=Linear Probing2026.05 | 14 |