Datasets:
| # Knowledge Graph Configuration | |
| knowledge_graph: | |
| version: 2.1.0 | |
| # Entity Extraction Configuration | |
| entity_extraction: | |
| models: | |
| spacy: | |
| model_name: en_core_web_trf | |
| confidence_threshold: 0.7 | |
| huggingface: | |
| model_name: allenai/scibert_scivocab_uncased | |
| confidence_threshold: 0.6 | |
| visual: | |
| ocr_enabled: true | |
| object_detection_enabled: false | |
| multi_modal: | |
| enabled: true | |
| strategies: | |
| - textual | |
| - visual | |
| - contextual | |
| reconciliation: | |
| deduplication_threshold: 0.8 | |
| confidence_threshold: 0.7 | |
| # Domain-Specific Evaluation Configuration | |
| domain_evaluation: | |
| enabled: true | |
| metrics: | |
| - entity_recognition | |
| - relationship_inference | |
| - semantic_similarity | |
| - contextual_coherence | |
| evaluation_strategies: | |
| precision_recall_balance: 0.5 | |
| semantic_similarity_weight: 0.3 | |
| contextual_coherence_weight: 0.2 | |
| # Cross-Domain Reasoning Configuration | |
| cross_domain_reasoning: | |
| enabled: true | |
| domains: | |
| - physics | |
| - technology | |
| - engineering | |
| reasoning_strategies: | |
| - logical_inference | |
| - hypothesis_generation | |
| - probabilistic_reasoning | |
| inference_parameters: | |
| similarity_threshold: 0.6 | |
| max_inference_depth: 3 | |
| confidence_threshold: 0.7 | |
| # Relationship Mapping Configuration | |
| relationship_mapping: | |
| confidence_scoring: | |
| base_weight: 0.5 | |
| semantic_proximity_weight: 0.3 | |
| type_compatibility_weight: 0.2 | |
| max_relationship_distance: 3 | |
| pruning_threshold: 0.4 | |
| # Graph Construction Configuration | |
| graph_construction: | |
| versioning: | |
| max_versions: 10 | |
| auto_prune: true | |
| visualization: | |
| enabled: true | |
| output_format: | |
| - networkx | |
| - graphviz | |
| - json | |
| # Schema Evolution Configuration | |
| schema_evolution: | |
| enabled: true | |
| versioning: | |
| max_versions: 10 | |
| backup_frequency: daily | |
| update_strategies: | |
| - incremental | |
| - semantic_inference | |
| - backward_compatible | |
| reconciliation: | |
| deduplication_threshold: 0.85 | |
| type_inference_confidence: 0.75 | |
| # Performance and Resource Configuration | |
| performance: | |
| max_concurrent_tasks: 8 | |
| memory_limit_mb: 2048 | |
| cache_enabled: true | |
| cache_expiry_minutes: 60 | |
| memory_threshold: 0.8 | |
| processing_timeout: 300 # seconds | |
| # Logging Configuration | |
| logging: | |
| level: DEBUG | |
| console_output: true | |
| file_output: true | |
| output_formats: | |
| - console | |
| - file | |
| log_dir: logs/knowledge_graph | |
| log_retention_days: 30 | |
| # Experimental Features | |
| experimental: | |
| quantum_inspired_reasoning: false | |
| advanced_embedding_techniques: true | |