AI RESEARCH

Stage-Audit: Auditable Source-Frontier Discovery for Cross-Wiki Tables

arXiv CS.CL

ArXi:2605.20478v1 Announce Type: new LLM-curated tables can appear source-grounded while containing uned rows: the curator may recall entries from parametric memory and retroactively attach page-level citations that are not the actual source. We study this hazard in Seed2Frontier discovery: the task of finding complement Wikipedia pages from a seed page to assemble a structured table. Stage-Audit addresses it with disjoint curator-auditor write rights, a row-level source-citation gate, and a 12-check audit taxonomy over keys, schema, source roles, cardinality, and scope.