Edge 440: Interested in AI Evaluation? Meet Microsoft's EUREKA
The framework provides an evaluation pipeline as well as a collection of benchmarks for evaluating language and vision capabilities.
Evaluating foundation models is one of the next frontiers of the space. In the last few years, foundation models have completely outpaced the benchmarks and today, we have a handful of benchmarks that remain relevant. Additionally, the industry lacks comprehensive evaluation frameworks for the evaluation of foundation models. This is the challenge that Microsoft Research tackled in a recent paper with a new evaluation framework called EUREKA.
EUREKA is a reusable, open evaluation framework designed to standardize evaluations of large foundation models (LFMs). The framework goes beyond single-score reporting and rankings to offer a more comprehensive analysis of LFM capabilities. EUREKA achieves this through: