| { |
| "model_version": "V7", |
| "model_name": "nlpaueb/legal-bert-base-uncased", |
| "num_labels": 100, |
| "label_names": [ |
| "Adjustments", |
| "Agreements", |
| "Amendments", |
| "Anti-Corruption Laws", |
| "Applicable Laws", |
| "Approvals", |
| "Arbitration", |
| "Assignments", |
| "Assigns", |
| "Authority", |
| "Authorizations", |
| "Base Salary", |
| "Benefits", |
| "Binding Effects", |
| "Books", |
| "Brokers", |
| "Capitalization", |
| "Change In Control", |
| "Closings", |
| "Compliance With Laws", |
| "Confidentiality", |
| "Consent To Jurisdiction", |
| "Consents", |
| "Construction", |
| "Cooperation", |
| "Costs", |
| "Counterparts", |
| "Death", |
| "Defined Terms", |
| "Definitions", |
| "Disability", |
| "Disclosures", |
| "Duties", |
| "Effective Dates", |
| "Effectiveness", |
| "Employment", |
| "Enforceability", |
| "Enforcements", |
| "Entire Agreements", |
| "Erisa", |
| "Existence", |
| "Expenses", |
| "Fees", |
| "Financial Statements", |
| "Forfeitures", |
| "Further Assurances", |
| "General", |
| "Governing Laws", |
| "Headings", |
| "Indemnifications", |
| "Indemnity", |
| "Insurances", |
| "Integration", |
| "Intellectual Property", |
| "Interests", |
| "Interpretations", |
| "Jurisdictions", |
| "Liens", |
| "Litigations", |
| "Miscellaneous", |
| "Modifications", |
| "No Conflicts", |
| "No Defaults", |
| "No Waivers", |
| "Non-Disparagement", |
| "Notices", |
| "Organizations", |
| "Participations", |
| "Payments", |
| "Positions", |
| "Powers", |
| "Publicity", |
| "Qualifications", |
| "Records", |
| "Releases", |
| "Remedies", |
| "Representations", |
| "Sales", |
| "Sanctions", |
| "Severability", |
| "Solvency", |
| "Specific Performance", |
| "Submission To Jurisdiction", |
| "Subsidiaries", |
| "Successors", |
| "Survival", |
| "Tax Withholdings", |
| "Taxes", |
| "Terminations", |
| "Terms", |
| "Titles", |
| "Transactions With Affiliates", |
| "Use Of Proceeds", |
| "Vacations", |
| "Venues", |
| "Vesting", |
| "Waiver Of Jury Trials", |
| "Waivers", |
| "Warranties", |
| "Withholdings" |
| ], |
| "max_sequence_length": 256, |
| "hidden_size": 768, |
| "dropout_rate": 0.25, |
| "training_gpus": 2, |
| "test_metrics": { |
| "classification": { |
| "accuracy": 0.8793, |
| "precision": 0.8757207303564448, |
| "recall": 0.8793, |
| "f1_score": 0.8749556050721212 |
| }, |
| "regression": { |
| "r2_score": 0.8692134972569636, |
| "mae": 3.5734300209999086, |
| "rmse": 5.846707991168016 |
| }, |
| "risk_categories": { |
| "accuracy": 0.9336 |
| } |
| }, |
| "training_config": { |
| "epochs": 15, |
| "batch_size": 256, |
| "batch_per_gpu": 128, |
| "base_learning_rate": 4e-05, |
| "warmup_ratio": 0.06, |
| "loss_functions": { |
| "classification": "CrossEntropyLoss (label_smoothing=0.1)", |
| "regression": "Huber Loss (delta=0.1)" |
| }, |
| "loss_weights": { |
| "classification": 1.0, |
| "regression": 1.0 |
| }, |
| "optimizer": "AdamW with LLRD (gamma=0.88)", |
| "scheduler": "Cosine Annealing with Warmup", |
| "risk_label_coverage": "100/100 classes" |
| } |
| } |
