Evaluating RAG Quality

Evaluating RAG Quality

Evaluating RAG Quality

Human Evaluation and Annotation

Assertion-Based Unit Testing of Outputs

Building a Golden Evaluation Set

Pairwise vs Pointwise Judging

Rubric-Based Scoring

LLM-as-a-Judge Evaluation

Overlap Metrics: BLEU, ROUGE, METEOR

Exact Match and String Matching

Reference-Based vs Reference-Free

Why LLM Evaluation Is Hard

Inter-Annotator Agreement

Semantic Similarity via Embeddings