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ICD classification on psychiatric dataset (test)

86.1687F1 MicroXGBoost
22.0391838.6881955.337271.98621May 20, 2026

Evaluation results

MethodLinks
XGBoostText Representation=e5_large2026.0586.168775.727893.868479.6365
XGBoostText Representation=e5_base2026.0585.939476.578993.871579.2433
XGBoostText Representation=paraphrase_multilangual2026.0585.778777.957793.67279.1123
XGBoostText Representation=bio_lord2026.0585.656877.432393.741578.8559
XGBoostText Representation=bsc_bio2026.0585.054576.641894.031277.6423
XGBoostText Representation=LSA2026.0584.712174.567693.948277.1295
XGBoostText Representation=plantl_roberta2026.0584.64877.326992.726377.8645
MLPText Representation=TFIDF2026.0584.3577.115392.101777.8018
XGBoostText Representation=bert_spanish2026.0584.315175.793593.369376.8617
MLPText Representation=BOW2026.0584.141876.005391.504377.8759
XGBoostText Representation=llama3_8b2026.0583.782374.855392.768776.3831
MLPText Representation=LSA2026.0582.034271.94290.196775.2265
Random ForestText Representation=e5_large2026.0581.622471.759595.922171.033
Random ForestText Representation=bio_lord2026.0581.433470.505294.058471.7965
XGBoostText Representation=TFIDF2026.0580.973471.303493.388971.4717
Random ForestText Representation=e5_base2026.0580.73570.308595.878769.7225
Random ForestText Representation=paraphrase_multilangual2026.0580.688170.871494.941870.1555
MLPText Representation=bio_lord2026.0580.480471.890889.490973.1183
MLPText Representation=llama3_8b2026.0578.745270.335690.325969.7966
MLPText Representation=plantl_roberta2026.0578.535869.22289.570169.9219
MLPText Representation=bsc_bio2026.0578.367268.9290.356469.1869
Random ForestText Representation=plantl_roberta2026.0578.327267.799393.707367.2839
MLPText Representation=e5_large2026.0577.530466.307192.043966.9705
MLPText Representation=paraphrase_multilangual2026.0577.278467.36190.379267.4947
MLPText Representation=e5_base2026.0576.776565.748390.267266.7939
XGBoostText Representation=BOW2026.0576.328957.766791.3865.5347
Random ForestText Representation=llama3_8b2026.0575.069664.282392.973262.948
Random ForestText Representation=bsc_bio2026.0573.129555.905494.56859.6148
Random ForestText Representation=LSA2026.0567.302343.352295.0952.0825
MLPText Representation=bert_spanish2026.0566.874355.28682.378556.2817
XGBoostText Representation=LDA2026.0565.502443.731684.6353.4272
Random ForestText Representation=bert_spanish2026.0563.580648.510284.121251.1025
Random ForestText Representation=TFIDF2026.0558.170531.672591.383942.6642
Random ForestText Representation=BOW2026.0558.091132.198491.595142.5332
MLPText Representation=LDA2026.0556.770334.495475.410645.5188
MLPText Representation=Doc2Vec2026.0556.509734.867371.67546.6412
Random ForestText Representation=LDA2026.0551.421527.704680.997337.6674
XGBoostText Representation=Doc2Vec2026.0550.397426.55884.277335.9467
Random ForestText Representation=Doc2Vec2026.0524.50577.874643.752717.019