ICD classification on psychiatric dataset (test)
86.1687F1 MicroXGBoost
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| XGBoostText Representation=e5_large2026.05 | 86.1687 | 75.7278 | 93.8684 | 79.6365 | |
| XGBoostText Representation=e5_base2026.05 | 85.9394 | 76.5789 | 93.8715 | 79.2433 | |
| XGBoostText Representation=paraphrase_multilangual2026.05 | 85.7787 | 77.9577 | 93.672 | 79.1123 | |
| XGBoostText Representation=bio_lord2026.05 | 85.6568 | 77.4323 | 93.7415 | 78.8559 | |
| XGBoostText Representation=bsc_bio2026.05 | 85.0545 | 76.6418 | 94.0312 | 77.6423 | |
| XGBoostText Representation=LSA2026.05 | 84.7121 | 74.5676 | 93.9482 | 77.1295 | |
| XGBoostText Representation=plantl_roberta2026.05 | 84.648 | 77.3269 | 92.7263 | 77.8645 | |
| MLPText Representation=TFIDF2026.05 | 84.35 | 77.1153 | 92.1017 | 77.8018 | |
| XGBoostText Representation=bert_spanish2026.05 | 84.3151 | 75.7935 | 93.3693 | 76.8617 | |
| MLPText Representation=BOW2026.05 | 84.1418 | 76.0053 | 91.5043 | 77.8759 | |
| XGBoostText Representation=llama3_8b2026.05 | 83.7823 | 74.8553 | 92.7687 | 76.3831 | |
| MLPText Representation=LSA2026.05 | 82.0342 | 71.942 | 90.1967 | 75.2265 | |
| Random ForestText Representation=e5_large2026.05 | 81.6224 | 71.7595 | 95.9221 | 71.033 | |
| Random ForestText Representation=bio_lord2026.05 | 81.4334 | 70.5052 | 94.0584 | 71.7965 | |
| XGBoostText Representation=TFIDF2026.05 | 80.9734 | 71.3034 | 93.3889 | 71.4717 | |
| Random ForestText Representation=e5_base2026.05 | 80.735 | 70.3085 | 95.8787 | 69.7225 | |
| Random ForestText Representation=paraphrase_multilangual2026.05 | 80.6881 | 70.8714 | 94.9418 | 70.1555 | |
| MLPText Representation=bio_lord2026.05 | 80.4804 | 71.8908 | 89.4909 | 73.1183 | |
| MLPText Representation=llama3_8b2026.05 | 78.7452 | 70.3356 | 90.3259 | 69.7966 | |
| MLPText Representation=plantl_roberta2026.05 | 78.5358 | 69.222 | 89.5701 | 69.9219 | |
| MLPText Representation=bsc_bio2026.05 | 78.3672 | 68.92 | 90.3564 | 69.1869 | |
| Random ForestText Representation=plantl_roberta2026.05 | 78.3272 | 67.7993 | 93.7073 | 67.2839 | |
| MLPText Representation=e5_large2026.05 | 77.5304 | 66.3071 | 92.0439 | 66.9705 | |
| MLPText Representation=paraphrase_multilangual2026.05 | 77.2784 | 67.361 | 90.3792 | 67.4947 | |
| MLPText Representation=e5_base2026.05 | 76.7765 | 65.7483 | 90.2672 | 66.7939 | |
| XGBoostText Representation=BOW2026.05 | 76.3289 | 57.7667 | 91.38 | 65.5347 | |
| Random ForestText Representation=llama3_8b2026.05 | 75.0696 | 64.2823 | 92.9732 | 62.948 | |
| Random ForestText Representation=bsc_bio2026.05 | 73.1295 | 55.9054 | 94.568 | 59.6148 | |
| Random ForestText Representation=LSA2026.05 | 67.3023 | 43.3522 | 95.09 | 52.0825 | |
| MLPText Representation=bert_spanish2026.05 | 66.8743 | 55.286 | 82.3785 | 56.2817 | |
| XGBoostText Representation=LDA2026.05 | 65.5024 | 43.7316 | 84.63 | 53.4272 | |
| Random ForestText Representation=bert_spanish2026.05 | 63.5806 | 48.5102 | 84.1212 | 51.1025 | |
| Random ForestText Representation=TFIDF2026.05 | 58.1705 | 31.6725 | 91.3839 | 42.6642 | |
| Random ForestText Representation=BOW2026.05 | 58.0911 | 32.1984 | 91.5951 | 42.5332 | |
| MLPText Representation=LDA2026.05 | 56.7703 | 34.4954 | 75.4106 | 45.5188 | |
| MLPText Representation=Doc2Vec2026.05 | 56.5097 | 34.8673 | 71.675 | 46.6412 | |
| Random ForestText Representation=LDA2026.05 | 51.4215 | 27.7046 | 80.9973 | 37.6674 | |
| XGBoostText Representation=Doc2Vec2026.05 | 50.3974 | 26.558 | 84.2773 | 35.9467 | |
| Random ForestText Representation=Doc2Vec2026.05 | 24.5057 | 7.8746 | 43.7527 | 17.019 |