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The cause of this is most like that retrieval is returning nodes and they are blindly being referenced as sources. We probably need extra logic to not to render sources if the LLM response is borked.
Problem
When the LLM responds that it doesn't know the answer to the question a source(s) are still referenced.
At present sources seems to be listed based on what's retrieved rather than what was used in the answer.
Recreate
Create a new chat thread. upload a file. Ask a question that the file would not have the info about.
Desired Behaviour
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