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Thanks for the well-thought out question Jadiker! This is a potential limitation of N-gram precision with context matching, which we were using in the RAG demo
by varunkrishnan17 2y ago
Thanks for the well-thought out question Jadiker!
This is a potential limitation of N-gram precision with context matching, which we were using in the RAG demo for simplicity (though even with this, I don't think it would be so extreme :-) )
We already offer two other different hallucination detection approaches which should mitigate this problem - an LLM-as-a-judge model for evaluation, and semantic similarity matching. We've also considered, for example, using metrics such as BertScore. Do you have other ideas? :-)