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The goal is to have a deterministic representation of a process that can be traversed in order to accomplish a task.

There's a lot of literature around process mining, e.g.:

- https://en.wikipedia.org/wiki/Process_mining

- https://www.sciencedirect.com/science/article/pii/S266596382...

- https://arxiv.org/abs/2404.06035



Awesome, thanks.

Yes we are also on the process mining and RPA space and use image reco + ocr + click tracking for part of it. My (poorly worded probably) question was why do knolwdge graphs matter for you, since traditional rpa doesn’t use them for all the cases I’ve seen at least, unless I misunderstood what you’re saying here about trying out graphs. I’ll read the LLM RPA paper you have linked here too, maybe that explains the use of graphs, and I haven’t read this one so thank you.

We basically used the same technique some of the UIPath folks have used which is representing everything as a sequence of actions, which "branching" being represented by different linear sequences that the model can ingest and make decisions over which sequence to follow, which is kind of a graph i guess but not how we represent it.


> traditional rpa doesn’t use them for all the cases I’ve seen

That's because traditional RPA relies on humans to create the automations.

Our goal is to create the automation automatically by observing human demonstrations.




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