All work
FilingIQ
Dual engine hybrid RAG over SEC 10-K filings. Grounded, cited, and it refuses when the filings do not support an answer.
Project links
Results
0.92 Faithfulness Held out eval harness over unseen filings.
97% Routing accuracy Text engine versus table engine, graded against labeled questions.
0.80 Refusal precision When it declines to answer, it is usually right to decline.
Skills
About this project
FilingIQ answers financial questions from SEC 10-K filings and cites every source. A router sends each question to one of two engines: a text engine for narrative sections using dense retrieval, BM25 and reranking, and a SQL engine for exact figures from parsed tables.
The rule is that numbers only ever come from SQL, never from vector search. When the filings do not support an answer, it refuses rather than guessing. Measured on held out filings for faithfulness, routing accuracy and refusal precision.