{ "architecture": "V5 Flat 8-Class MentalBERT", "dataset": "mohamedasem318/mental-health-dataset-extended-v5", "backbone": "mental/mental-bert-base-uncased", "num_classes": 8, "classes": [ "Anxiety", "Bipolar", "Depression", "Directed Aggression", "Normal", "Personality Disorder", "Stress", "Suicidal" ], "id2label": { "0": "Anxiety", "1": "Bipolar", "2": "Depression", "3": "Directed Aggression", "4": "Normal", "5": "Personality Disorder", "6": "Stress", "7": "Suicidal" }, "label2id": { "Anxiety": 0, "Bipolar": 1, "Depression": 2, "Directed Aggression": 3, "Normal": 4, "Personality Disorder": 5, "Stress": 6, "Suicidal": 7 }, "max_len": 128, "batch_size": 32, "learning_rate": 2e-05, "epochs": 4, "label_smoothing": 0.05, "imbalance": "WeightedRandomSampler + class-weighted CE (capped at 3.0)", "best_val_f1": 0.8307269417033605, "test_metrics": { "accuracy": 0.8283594767540631, "f1_macro": 0.8350278478225386, "f1_weighted": 0.8280225059714043, "dep_to_sui": 733, "sui_to_dep": 516, "total_bleed": 1249, "roc_auc_macro": 0.9638191731454191 }, "baselines": { "mb_flat_v3_deployed": { "acc": 0.8198, "f1": 0.7646, "bleed": 1224 }, "mb_flat_v5_ph10": { "acc": 0.8241, "f1": 0.8308, "bleed": 1265 }, "v5_3stage_flat_lf": { "acc": 0.8404, "f1": 0.846, "bleed": 1179, "sui_to_dep": 274 } } }