Graphs, Gains, and Guile: How FinKario Outruns Financial LLMs
TL;DR for operators FinKario is useful because it attacks a dull but expensive problem: financial research is rich, long, inconsistent, and usually trapped inside documents that models can quote more easily than they can use. The paper’s answer is not “ask a better LLM.” It is “turn research reports into a dynamic financial knowledge graph, then retrieve graph context before asking the LLM to reason.” Small difference. Large operational consequences. ...