{"node":{"id":14264,"uuid":"adbca283-d379-4bd0-919a-007727339a3a","title":"CIFQA: A Deterministic Tool-Grounded Multi-Agent LLM Framework for Financial Query Answering","url":"https:\/\/xmt.pub\/index.php\/node\/14264","created":1787889620},"trust_level":"l0_aggregate","publisher":null,"source_url":"https:\/\/arxiv.org\/abs\/2608.26114","provenance":{"algorithm":"sha256(source_url|publisher_id|created)","stored":"a2d16c9e9f1eaf91fb8940e90f7acd5e3d23b9c15071735d5881c48719b186c7","expected":"a2d16c9e9f1eaf91fb8940e90f7acd5e3d23b9c15071735d5881c48719b186c7","status":"verified"}}