FilingLoop: Evaluating and Evolving LLM Agents for Corporate Disclosure Review and Revision
FilingLoop connects the concerns an agent discovers with the company facts it obtains and the revisions it commits, providing requirement-level feedback for procedures used in later review tasks, and couples iterative review and revision within each case with procedural learning across cases.