Beyond Accuracy Behavioral Testing of NLP Models with Checklist
Beyond Accuracy Behavioral Testing of NLP Models with Checklist
Preparation
- Define Objectives
- Select NLP Models for Testing
- Gather Relevant Datasets
- Identify Evaluation Criteria
- Assemble a Testing Team
Behavioral Testing Framework
- Develop Behavioral Testing Checklist
- Include Diverse Scenarios
- Ensure Edge Cases are Covered
- Establish Performance Metrics
- Integrate Human-in-the-Loop Evaluation
Testing Implementation
- Run Initial Tests
- Collect Qualitative Feedback
- Analyze Output Variability
- Compare Against Baseline Performance
- Document Observed Behaviors
Results Analysis
- Evaluate Against Objectives
- Identify Patterns and Anomalies
- Assess Model Robustness
- Provide Recommendations for Improvements
- Prepare a Comprehensive Report
Follow-Up Actions
- Revise Models Based on Findings
- Plan Additional Testing if Necessary
- Share Results with Stakeholders
- Schedule Regular Review of Behavioral Testing
- Update Checklist for Future Tests
Generated from Panda Checklist
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