Knowledge-Augmented Generation

Core Contribution

Approaches to augmenting language model generation with structured knowledge sources beyond simple retrieval.

Augmentation Patterns

• Knowledge graph injection
• Entity-aware generation
• Fact verification during generation
• Structured output grounding

Related: 07-molecule—rag-core-tradeoffs, 06-molecule—knowledge-graph-construction