{ "config": { "version": "v17", "description": "DistilBERT (frozen, fp16) \u2192 BiLSTM + MHA + concat pooling + FGM", "bert_model": "distilbert-base-uncased", "bert_dim": 768, "hidden_dim": 256, "num_layers": 2, "num_heads": 8, "bidirectional": true, "dropout": 0.3, "max_len": 128, "batch_size": 48, "extract_batch": 8, "lr": 0.0002, "weight_decay": 1e-05, "grad_clip": 1.0, "epochs": 12, "label_smoothing": 0.05, "adversarial": false, "adv_epsilon": 0.3 }, "num_params": 4666113, "bert_params_frozen": 66362880, "best_acc": 0.86856, "best_f1": 0.869923204813554, "final_metrics": { "accuracy": 0.86528, "precision": 0.86528, "recall": 0.86528, "f1": 0.86528 }, "history": { "train_loss": [ 0.46085336426855733, 0.3996413149039713, 0.37743425068951386, 0.35513692613755443, 0.3391825716349076, 0.32299509530104054, 0.305125344222887, 0.2823193713936833, 0.2617661984433597, 0.2444184080710109, 0.23245283026040858, 0.22441906380447454 ], "test_loss": [ 0.37483332423411037, 0.32980831620960915, 0.33778672482310695, 0.3223748667855638, 0.31915533976654403, 0.32530522077646457, 0.3153950808258752, 0.33029513723161535, 0.32984291099998636, 0.34260687390753497, 0.3554097814217296, 0.35535582804233695 ], "test_acc": [ 0.83164, 0.85736, 0.8498, 0.85848, 0.8646, 0.8612, 0.86628, 0.86468, 0.86856, 0.86632, 0.86544, 0.86528 ], "test_f1": [ 0.8452061343827002, 0.8570970585878016, 0.8599977629469445, 0.8593799682034976, 0.8671976146573032, 0.8560882548108826, 0.8645736277091352, 0.8652674339878131, 0.869923204813554, 0.866362763915547, 0.8687168279737746, 0.86528 ] } }