{ "architecture": "BiLSTM-CRF", "embedding": { "word_dim": 300, "word_source": "FastText (EN + RU, 500K vocab each)", "char_cnn_dim": 50, "char_cnn_kernel": 3, "language_dim": 16, "total_input_dim": 366 }, "encoder": { "type": "BiLSTM", "layers": 2, "hidden_per_direction": 256 }, "crf": { "num_tags": 9, "scheme": "BIO", "labels": ["O", "B-PER", "I-PER", "B-ORG", "I-ORG", "B-LOC", "I-LOC", "B-MISC", "I-MISC"] }, "total_parameters": "~3.5M", "checkpoint_stage": "domain fine-tune, stage 2 (mixed EN+RU+domain, unfrozen)", "training_epoch": 12, "val_f1_at_checkpoint": 0.8472 }