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Formal verification of knowledge/logical relationships? how would you formally verify a sci-fi novel or a poem? What about the paradoxes that exist in nature, or contradicting theories that are logically correct? This is easier said than done. What you are proposing is essentially 'let's solve this NP-hard problem, that we don't know how to solve and then it will work'.

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Oh, exactly. But let me know your thoughts on this - let's say if you have a graph which represents existing sci-fi novel = rather than the current model which is just blindly generating text on statistical probabilities would it not help to have to model output also try to fit into this rather imperfect sci-fi novel KG? If it doesn't fit logically. Based on how strong your logic requirements are system can be least creative to most creative etc.

I was not actually aware that building KG from text is NP-hard problem. I will check it out. I thought it was a time consuming problem when done manually without LLMs but didn't thought it was THAT hard. Hence I was trying to introduce LLM into the flow. Thanks, will read about all this more!

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