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Re:Why Probabilistic Programming Matters by TuringTest on Wednesday July 16, 2014 @05:02AM (#8041173)
I was pondering that same thought here. Modeling user's intent is one of the more difficult things in end-user development - it would be great to have a more-or-less standard way to infer what abstraction the user had in mind when introducing an example that ought to be generalized into a program.

Yesterday's Program Synthesis Demo [1] with MS TouchDevelop shows that the approach is viable. What I find lacking in such systems is a way to correct the inferred program in those inevitable cases when the learning system guesses wrongly; having a language to model the possible explanations for the example would allow the user to tweak the program or give hints on how to correct it.

*[1] https://news.ycombinator.com/item?id=8028620

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