Figure 1: Comparison between traditional language models and RAG models
Challenge Category |
Specific Challenge |
Potential Solution |
Technical |
Balancing retrieval accuracy and efficiency |
Advanced indexing techniques |
Technical |
Propagation of retrieval errors |
Robust error detection mechanisms |
Privacy & Security |
Protecting sensitive information |
Encryption and access controls |
Privacy & Security |
Compliance with regulations |
Implementing data governance frameworks |
Bias |
Gender and racial biases in retrieval |
Diverse and balanced training data |
Bias |
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