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Edge 440: Interested in AI Evaluation? Meet Microsoft's EUREKA

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.

Oct 17, 2024
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Edge 440: Interested in AI Evaluation? Meet Microsoft's EUREKA
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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:

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