Challenge Category
Specific Challenge
Potential Solution
Technical
Balancing retrieval accuracy and efficiency
Advanced indexing techniques
Propagation of retrieval errors
Robust error detection mechanisms
Privacy & Security
Protecting sensitive information
Encryption and access controls
Compliance with regulations
Implementing data governance frameworks
Bias
Gender and racial biases in retrieval
Diverse and balanced training data
Geographical skews
Implementing bias detection algorithms
Table 1: RAG challenges and potential solutions
Figure 1: Comparison between traditional language models and RAG models
Figure 2: RAG applications
Tables at a glance
Figures at a glance