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from 2015-2019 i was working on a bot company (myra labs) where we were directly inspired by cyc to create knowledge graphs and integrate into LSTMs.

the frames, slots and values integrated were learned via a RNN for specific applications.

we even created a library for it called keyframe (modeling it after having the programmer specify the bot action states and have the model figure out the dialog in a structured way) - similar to how keyframes in animation work.

it would be interesting to resurrect that in the age of LLMs!



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