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Worksheetsbeyondrag
Total questions: 10
Worksheet time: 3mins
Which of the following is a limitation of GraphRAG?
Indexing is Expensive
Reduced Hallucinations
Better Answers to Questions
Complex Reasoning Capabilities
_____ is process involves extracting a knowledge graph out of raw text, building a community hierarchy, generating summaries for these communities, and then leveraging these structures when perform RAG-based tasks.
Fine-tuned RAG
RAG
GraphRAG
All of the above
Which of the following is not an Multimodal LLM?
Gemini 1.5 Pro
GPT-4o
CodeGemma
Qwen-VL-Max
Which of the below is not a document parsing platform/framework?
Google DocAI
LlamaParse
Unstructured.io
None of the options
____ is technique for enhancing the user-query in advanced RAG workflow.
Indexing Optimization
Query Optimization
Re-Ranking
All of the options
Which of the following is one of the problems with naive RAG?
Retrieval Challenges
Generation Difficulties
Augmentation Hurdles
All of the options
What is the main advantage of using a multimodal LLM over a traditional LLM?
It can generate more creative text formats
It can process and understand information from multiple modalities, such as text and images
It is faster and more efficient
It is easier to train
Which of the following is one of the advantage of using RAG over Fine-tuning LLMs?
Interpretability
Dynamic external knowledge
Less compute requirement
All of the options
_____ is a chunking strategy based on type of content in your knowledge base.
Context-aware Chunking
Fixed-size Chunking
Naive Chunking
Debunking
Which of the following retriever generates multiple queries from different perspectives for an input query?
GraphRAG
Parent Document Retriever
Contextual Compression Retriever
Multi Query Retriever
