GENERATIVE-AI-ENGINEER-ASSOCIATE · Question #6
GENERATIVE-AI-ENGINEER-ASSOCIATE Question #6: Real Exam Question with Answer & Explanation
The correct answer is A: Add the section header as a prefix to chunks. Add the section header as a prefix to chunks: Adding the section header to the text chunks will provide more context to the retriever, allowing it to better understand the structure of the document. This context can help the model return more relevant and complete responses. Fine
Question
A Generative AI Engineer is developing a RAG system for their company to perform internal document Q&A for structured HR policies, but the answers returned are frequently incomplete and unstructured. It seems that the retriever is not returning all relevant context. The Generative AI Engineer has experimented with different embedding and response generating LLMs but that did not improve results. Which TWO options could be used to improve the response quality? (Choose two.)
Options
- AAdd the section header as a prefix to chunks
- BSplit the document by sentence
- CUse a larger embedding model
- DIncrease the document chunk size
- EFine tune the response generation model
Explanation
Add the section header as a prefix to chunks: Adding the section header to the text chunks will provide more context to the retriever, allowing it to better understand the structure of the document. This context can help the model return more relevant and complete responses. Fine-tune the response generation model: Fine-tuning the response generation model on the specific domain (in this case, HR policies) can improve the model’s ability to provide structured and complete answers, tailored to the domain-specific language and requirements.
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