Misalignment Between Instructions and Responses in Domain-Specific LLM Tasks | HackerNoonModels struggle with instruction alignment, producing empty or repeated outputs.Safety mechanisms in pre-training hinder domain-specific performance in LLMs.Biases from instruction-tuning affect model responses in specialized contexts.
What is retrieval augmented generation (RAG)?Retrieval-augmented generation (RAG) enhances AI's responses by blending information retrieval with prompts for providing relevant, contextual data from external sources, improving accuracy in domain-specific knowledge.