Inference Topology
Architectural mappings of the specialized DL sub-agents operating within the inference cluster.
| Model Topology | Objective Framework | Metric Valid | Inference Test Example |
|---|---|---|---|
Clause ClassifierLegal-BERT | Autonomous partitioning of unstructured paragraphs into 100+ recognized ontological categories. | 94.2% F1 | "Either party may terminate..." → Termination |
Hazard RegressionLegal-BERT (Multi-Task) | Maps token embeddings to a continuous 0-100 risk scale referencing historical contract liabilities. | 0.89 R² | "unlimited liability" → 92/100 (High Risk) |
Entity Ontology (NER)Legal-BERT NER | Recognizes explicitly named organizations, chronological boundaries, and fiscal thresholds dynamically. | 91.8% CRX | "Acme Corp" → Organization |
Template VerificationLegal-BERT Embeddings | Embeds ingestion text to 384-dimensional space computing distances against corporate baselines. | Cos Sim Vector | Sim: 0.98 → Validated Offset |