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Benchmarks
Medical Text Classification on MTSamples held-out (test)
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27.9
Macro F1 Score
CLiGNet
9.18
14.04
18.9
23.76
Mar 24, 2026
Macro F1 Score
Micro F1 Score
Accuracy
Hamming Loss
Expected Calibration Error
Updated 25d ago
Evaluation Results
Method
Method
Links
Macro F1 Score
Micro F1 Score
Accuracy
Hamming Loss
Expected Calibration Error
CLiGNet
calibration=none
2026.03
27.9
36.2
36.2
0.032
-
Longformer + BR
multi_label_strategy=B...
2026.03
26.2
33.6
33.6
0.033
-
CLiGNet
calibration=full (Plat...
2026.03
24
33.8
33.8
0.04
0.007
ClinBERT + OvR
multi_label_strategy=O...
2026.03
21.1
34.4
34.4
0.033
-
TF-IDF + LR
classifier=Logistic Re...
2026.03
17.3
10.5
10.5
0.045
-
BioBERT + OvR
multi_label_strategy=O...
2026.03
17.2
31.8
31.8
0.034
-
TF-IDF + SVC
classifier=Support Vec...
2026.03
9.9
15.2
15.2
0.042
-
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