Flowchart of the DynaGRAG pipeline showing indexing and query phases. The indexing phase includes steps: source documents, text chunks, entities and relations extraction, knowledge graph construction, graph consolidation, subgraph encoding, and vector DB. The query phase consists of user query, subgraph retrieval, pruning, ranking, hierarchical prompt generation, intermediate outputs, and final response.
Diagram showing a process involving data preparation, augmentation, and analysis using a Siamese network architecture for embeddings. Includes clustering, embedding preparation using Cohere Embed v3, and t-SNE visualization before and after random forest application.
Graph network showing existing and new edges for machine learning recommendations, with nodes connected by blue (existing) and red (new) lines.
Graph network showing existing and new edges for web developer recommendations, with nodes connected by blue (existing) and red (new) lines.