FilingLoop: Evaluating and Evolving LLM Agents for Corporate Disclosure Review and Revision
A new benchmark and self-evolving agent framework called FilingLoop raised requirement fulfillment from 24.28% to 27.96% and full comment resolution from 16.90% to 20.75% on corporate disclosure review tasks, at a 5.8% i…