{ "model_name": "bert-philosophy-classifier", "base_model": "maximuspowers/bert-philosophy-adapted", "dataset": "maximuspowers/philosophai-papers-labeled", "training_samples": 2097, "validation_samples": 262, "test_samples": 263, "num_epochs": 500, "learning_rate": 2e-05, "batch_size": 16, "contrastive_weight": 0.2, "test_results": { "loss": 0.5529536008834839, "exact_match_accuracy": 0.39543726235741444, "macro_precision": 0.48673324944951246, "macro_recall": 0.2821097027243954, "macro_f1": 0.3389521243273359, "micro_precision": 0.8050847457627118, "micro_recall": 0.4947916666666667, "micro_f1": 0.6129032258064516, "hamming_loss": 0.05367926638335943, "runtime": 1.31, "samples_per_second": 200.761, "steps_per_second": 25.191 }, "philosophy_schools": [ "Effective Altruism", "Existentialism", "Idealism", "Empiricism", "Utilitarianism", "Stoicism", "Rationalism", "Pragmatism", "Cynicism", "Confucianism", "Hedonism", "Deontology", "Fanaticism", "Nihilism", "Absurdism", "Transcendentalism", "Machiavellanism" ] }