less integration of external knowledge into LLMs is crucial, existing methods typically concatenate
retrieved knowledge to the LLM’s input or intermediate layers. However, it’s important to allow
LLMs the option to accept or reject retrieved information due to potential incompleteness or con-
flicts (Ling et al., 2023). Training LLMs to incorporate domain knowledge can aid in making such
informed acceptance or rejection decisions.
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