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On-domain cell identity prediction on PBMC10K
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96
Macro F1 Score
CellRefine → FF
15.92
36.71
57.5
78.29
May 8, 2026
Macro F1 Score
Updated 23d ago
Evaluation Results
Method
Method
Links
Macro F1 Score
CellRefine → FF
Post-training=CellRefi...
2026.05
96
MLM → FF
Post-training=MLM, Fin...
2026.05
95
CellRefine LoRA → LoRA
Post-training=CellRefi...
2026.05
95
LoRA
Strategy=Parameter-eff...
2026.05
93
FF
Strategy=Full Fine-Tuning
2026.05
93
MLM LoRA → LoRA
Post-training=MLM, Fin...
2026.05
92
CellRefine LL → LL
Post-training=CellRefi...
2026.05
64
LL
Strategy=Last-Layer Fi...
2026.05
62
MLM LL → LL
Post-training=MLM, Fin...
2026.05
61
LP
Strategy=Linear Probing
2026.05
19
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