Beyond Benchmarks

Emily discusses the limitations of traditional benchmarks and introduces complementary methods like test suites and auditing to better assess system performance. She emphasizes the importance of understanding failure modes through adversarial testing and error analysis, advocating for a more nuanced approach to evaluating machine learning systems.