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Benchmarks
ICD Coding on MIMIC-IV (test)
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71.2
Macro F1 (Ours)
LAAT
67.64
69.42
71.2
72.98
May 8, 2026
Macro F1 (Ours)
Macro F1 (Other)
Delta
95% CI (Lower Bound)
p-value
Updated 22d ago
Evaluation Results
Method
Method
Links
Macro F1 (Ours)
Macro F1 (Other)
Delta
95% CI (Lower Bound)
p-value
LAAT
Paired bootstrap repli...
2026.05
71.2
71.1
0.001
0.001
0.452
KEPT
Paired bootstrap repli...
2026.05
71.2
68.7
0.025
0.022
10
CAML
Paired bootstrap repli...
2026.05
71.2
67.4
0.038
0.036
10
PLM-ICD
Paired bootstrap repli...
2026.05
71.2
65
0.062
0.059
10
GKI-ICD
Paired bootstrap repli...
2026.05
71.2
64.9
0.064
0.06
10
Vanilla CBM
Paired bootstrap repli...
2026.05
71.2
16.4
0.548
0.545
10
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