User-defined evaluation criteria have been enhanced to include pairwise rankings and expanded data sets in the context of learning management systems. The effort to release models code and data as open-source is considered promising to address evaluation challenges beyond benchmarks. Innovations like these are crucial for improving LMS development, fine-tuning, and deployment, recognizing the limitations of traditional benchmarks in this field.

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