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evaluation - Evaluation Framework

evaluation

Evaluation Framework

Community Data
GitHub

Description

Build evaluation frameworks for agent systems to measure performance and quality

Use Cases

  • AI agent performance evaluation
  • Model output quality testing
  • A/B testing frameworks
  • Regression testing
  • Benchmarking

Core Capabilities

  • Metric Definition: Define evaluation metrics
  • Test Cases: Design test scenarios
  • Result Analysis: Interpret evaluation results
  • Continuous Monitoring: Establish monitoring mechanisms

Example

Please design an evaluation framework for a code generation agent:
Evaluation dimensions:
1. Code correctness - Can it pass tests
2. Code quality - Readability, best practices
3. Response time - Generation speed
4. Consistency - Stability of same inputs
Provide:
- Specific evaluation metrics
- Test case examples
- Scoring criteria
- Automation testing approach

Notes

  • Choose meaningful metrics
  • Test cases should be representative
  • Regularly update evaluation benchmarks
  • Avoid overfitting to evaluation set

Applicable Roles

Developer Data Analyst

Tags

evaluationmetricstestingquality