evaluation - Evaluation Framework
evaluation
Evaluation Framework
Community Data
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 tests2. Code quality - Readability, best practices3. Response time - Generation speed4. Consistency - Stability of same inputs
Provide:- Specific evaluation metrics- Test case examples- Scoring criteria- Automation testing approachNotes
- Choose meaningful metrics
- Test cases should be representative
- Regularly update evaluation benchmarks
- Avoid overfitting to evaluation set
Applicable Roles
Developer Data Analyst