Effective Performance Measurement: Challenges and Opportunities in KPI Extraction from Earnings Calls

This research paper explores challenges in extracting KPIs from unstructured earnings calls, contrasting them with templated SEC filings. It introduces three novel benchmarks (SECB, ECB, and ECB-A) to evaluate models, finding that encoder-based models struggle with domain shift.