MATHNETICA
← All projects
Researchknowledge graphssemanticsgraphs

Knowledge Systems

Exploration of knowledge graphs, semantic representations, retrieval systems, and graph-based reasoning.

Direction: Search and information retrieval

Research question

When should structured knowledge (graphs, ontologies) augment retrieval rather than replace learned representations?

Current plan

Current plan

  1. 01Identify retrieval tasks where graph structure changes the error profile.
  2. 02Prototype graph-augmented retrieval paths alongside vector-only baselines.
  3. 03Measure precision, latency, and maintenance cost trade-offs.