Data Evaluation & Quality Assurance

Evaluation Framework

Dataset Management:

• Created comprehensive dataset with 873 feedback items

• Data cleaning removed ~109 invalid entries

• Continuous evaluation with 10-second delay between calls for system stability

Evaluation Tools:

• LangFuse integration for tracking evaluation metrics

• Reference-free evaluations without requiring golden dataset

• Separate datasets for 5-star and 1-star evaluations

Quality Metrics:

• Auto-optimization system to improve scores

• Continuous feedback loop for model improvement

• Performance tracking across different use cases