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How to achieve automatic quality assessment of multiple model outputs?

2025-08-19 127

An automated modeling assessment workflow can be created through the following methods:

  1. Importing a dataset containing test questions
  2. Create separate response columns for each model to be tested, using the same prompt structure
  3. Add a rubric column with a prompt template of 'Evaluate {{prompt}} for response 1: {{model1}}, response 2: {{model2}}'
  4. A larger parametric model (e.g., 70B level) may be used as a criterion.
  5. The system automatically generates comparison results that include quality scores
  6. Save complete test configurations and results with 'Export to Hub' feature

This solution is especially suitable for R&D teams that need to evaluate new release models on a regular basis, saving more than 80% of manual evaluation time.

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