ICD classification on psychiatric dataset (val)
86.1704F1 MicroXGBoost
Evaluation Results
| Method | Links | |
|---|---|---|
| XGBoostText Representation=e5_large2026.05 | 86.1704 | |
| XGBoostText Representation=bio_lord2026.05 | 86.0543 | |
| XGBoostText Representation=e5_base2026.05 | 86.0422 | |
| XGBoostText Representation=paraphrase_multilangual2026.05 | 85.905 | |
| XGBoostText Representation=bsc_bio2026.05 | 84.8944 | |
| XGBoostText Representation=plantl_roberta2026.05 | 84.814 | |
| XGBoostText Representation=bert_spanish2026.05 | 84.5527 | |
| XGBoostText Representation=llama3_8b2026.05 | 84.3395 | |
| XGBoostText Representation=LSA2026.05 | 84.3108 | |
| MLPText Representation=TFIDF2026.05 | 83.9446 | |
| MLPText Representation=BOW2026.05 | 83.8915 | |
| Random ForestText Representation=e5_large2026.05 | 81.8014 | |
| Random ForestText Representation=bio_lord2026.05 | 81.693 | |
| Random ForestText Representation=paraphrase_multilangual2026.05 | 81.1714 | |
| Random ForestText Representation=e5_base2026.05 | 81.1167 | |
| MLPText Representation=LSA2026.05 | 81.0317 | |
| MLPText Representation=bio_lord2026.05 | 79.8751 | |
| XGBoostText Representation=TFIDF2026.05 | 79.8111 | |
| Random ForestText Representation=plantl_roberta2026.05 | 78.8714 | |
| MLPText Representation=llama3_8b2026.05 | 77.9353 | |
| MLPText Representation=plantl_roberta2026.05 | 77.467 | |
| MLPText Representation=e5_base2026.05 | 76.3853 | |
| MLPText Representation=e5_large2026.05 | 76.306 | |
| MLPText Representation=bsc_bio2026.05 | 76.1383 | |
| MLPText Representation=paraphrase_multilangual2026.05 | 75.8207 | |
| Random ForestText Representation=llama3_8b2026.05 | 75.7071 | |
| XGBoostText Representation=BOW2026.05 | 74.301 | |
| Random ForestText Representation=bsc_bio2026.05 | 73.2788 | |
| MLPText Representation=bert_spanish2026.05 | 66.8457 | |
| Random ForestText Representation=LSA2026.05 | 65.5926 | |
| XGBoostText Representation=LDA2026.05 | 62.9881 | |
| Random ForestText Representation=bert_spanish2026.05 | 62.7271 | |
| MLPText Representation=LDA2026.05 | 58.2709 | |
| Random ForestText Representation=TFIDF2026.05 | 57.3161 | |
| Random ForestText Representation=BOW2026.05 | 57.1083 | |
| MLPText Representation=Doc2Vec2026.05 | 54.4382 | |
| Random ForestText Representation=LDA2026.05 | 52.0411 | |
| XGBoostText Representation=Doc2Vec2026.05 | 49.4931 | |
| Random ForestText Representation=Doc2Vec2026.05 | 25.7799 |