Tag: retrieval-augmented generation

13May

Retrieval-Aware Transformers: How Native RAG Changes LLM Architecture

Posted by JAMIUL ISLAM 0 Comments

Explore how retrieval-aware transformers natively integrate RAG into LLMs, solving static knowledge limits and reducing hallucinations through dynamic attention and external data grounding.

21Mar

Evaluating RAG Pipelines: How Recall, Precision, and Faithfulness Shape LLM Accuracy

Posted by JAMIUL ISLAM 9 Comments

Evaluating RAG pipelines requires measuring recall, precision, and faithfulness to prevent hallucinations and ensure accurate responses. Learn how to test each component and balance metrics for real-world reliability.