Evaluation Metric Framework

A Evaluation Metric Framework is a measurement framework that supports evaluation metric design tasks.

• AKA: Performance Evaluation Framework, Assessment Metric System, Evaluation Measurement Framework.
• Context:
  • It can typically define Evaluation Metric Sets for evaluation completeness.
  • It can typically specify Metric Calculation Methods with evaluation formulas.
  • It can often establish Evaluation Baselines through evaluation benchmarks.
  • It can often support Metric Aggregation via evaluation combination rules.
  • ...
  • It can range from being a Single-Metric Evaluation Framework to being a Multi-Metric Evaluation Framework, depending on its evaluation metric count.
  • It can range from being a Task-Agnostic Evaluation Framework to being a Task-Specific Evaluation Framework, depending on its evaluation specialization.
  • It can range from being a Static Evaluation Metric Framework to being a Dynamic Evaluation Metric Framework, depending on its evaluation adaptability.
  • It can range from being a Automated Evaluation Framework to being a Human-in-the-Loop Evaluation Framework, depending on its evaluation human involvement.
  • It can range from being a Offline Evaluation Framework to being a Online Evaluation Framework, depending on its evaluation timing.
  • ...
  • It can enable Performance Comparisons across evaluation dimensions.
  • It can guide Model Selection through evaluation criteria.
  • It can integrate with ML Platforms for evaluation automation.
  • ...
• Example(s):
  • Information Extraction Frameworks, such as:
    • Domain-Specific Information Extraction Metric for specialized extraction tasks.
    • Contract Playbook Extraction Metric for legal document analysis.
  • Classification Frameworks, such as:
    • Multi-Class Evaluation Framework using confusion matrix metrics.
    • Imbalanced Dataset Framework with weighted metrics.
  • Generation Frameworks, such as:
    • Text Generation Metric Framework using BLEU scores.
    • Summarization Evaluation Framework with ROUGE metrics.
  • ...
• Counter-Example(s):
  • Single Metric Calculation, which lacks framework structure.
  • Informal Assessment, without systematic metrics.
  • Subjective Evaluation, lacking quantitative measures.
• See: Performance Metric, Evaluation Methodology, Benchmark Suite, ML Evaluation, Metric Design Pattern, Assessment Protocol.

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