Build Model Evaluation Page

[itsPreto]

• Develop a page for benchmarking embeddings generated by different models.
• Implement different metrics for evaluating embedding quality (e.g., cosine similarity, Euclidean distance).
• Visualize nearest neighbor search results.
• Provide tools to evaluate model performance on downstream tasks (classification, clustering).