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ICD classification on psychiatric dataset (val)

86.1704F1 MicroXGBoost
23.3642839.66971555.9751572.280585May 20, 2026

Evaluation results

MethodLinks
XGBoostText Representation=e5_large2026.0586.1704
XGBoostText Representation=bio_lord2026.0586.0543
XGBoostText Representation=e5_base2026.0586.0422
XGBoostText Representation=paraphrase_multilangual2026.0585.905
XGBoostText Representation=bsc_bio2026.0584.8944
XGBoostText Representation=plantl_roberta2026.0584.814
XGBoostText Representation=bert_spanish2026.0584.5527
XGBoostText Representation=llama3_8b2026.0584.3395
XGBoostText Representation=LSA2026.0584.3108
MLPText Representation=TFIDF2026.0583.9446
MLPText Representation=BOW2026.0583.8915
Random ForestText Representation=e5_large2026.0581.8014
Random ForestText Representation=bio_lord2026.0581.693
Random ForestText Representation=paraphrase_multilangual2026.0581.1714
Random ForestText Representation=e5_base2026.0581.1167
MLPText Representation=LSA2026.0581.0317
MLPText Representation=bio_lord2026.0579.8751
XGBoostText Representation=TFIDF2026.0579.8111
Random ForestText Representation=plantl_roberta2026.0578.8714
MLPText Representation=llama3_8b2026.0577.9353
MLPText Representation=plantl_roberta2026.0577.467
MLPText Representation=e5_base2026.0576.3853
MLPText Representation=e5_large2026.0576.306
MLPText Representation=bsc_bio2026.0576.1383
MLPText Representation=paraphrase_multilangual2026.0575.8207
Random ForestText Representation=llama3_8b2026.0575.7071
XGBoostText Representation=BOW2026.0574.301
Random ForestText Representation=bsc_bio2026.0573.2788
MLPText Representation=bert_spanish2026.0566.8457
Random ForestText Representation=LSA2026.0565.5926
XGBoostText Representation=LDA2026.0562.9881
Random ForestText Representation=bert_spanish2026.0562.7271
MLPText Representation=LDA2026.0558.2709
Random ForestText Representation=TFIDF2026.0557.3161
Random ForestText Representation=BOW2026.0557.1083
MLPText Representation=Doc2Vec2026.0554.4382
Random ForestText Representation=LDA2026.0552.0411
XGBoostText Representation=Doc2Vec2026.0549.4931
Random ForestText Representation=Doc2Vec2026.0525.7799