Research

Engineering insights, conference talks, and benchmark results.

Paper When the Judge is Wrong: Measuring LLM-as-Judge Reliability Against Graph-Verified Ground Truth in Financial Documents

llm-as-judge evaluation knowledge-graph financial-documents model-risk

Paper FinStructBench: A Benchmark for Structured Information Retrieval from Financial Documents Using Graph-Verifiable Questions

benchmark knowledge-graph financial-documents structured-retrieval regulatory-compliance

Blog The Missing Layer Between RAG and Production

RAG solved retrieval. Guardrails solved safety. What's missing is a governed harness — and regulated industries can't ship without it.

verification RAG compliance LLM regulated-industries