AI noob, but instead of training and fine tuning the LLM itself, don’t more specific and targeted embeddings paired with the model help alleviate the hallucinat

AI noob, but instead of training and fine tuning the LLM itself, don’t more specific and targeted embeddings paired with the model help alleviate the hallucination where you incorporate semantic search context with the question?