Antisuji comments on Open thread, Jan. 26 - Feb. 1, 2015 - Less Wrong
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Sometimes when one learns something it makes many other things "click" by making them all make sense in a broader framework. Moreover, when this happens I will be astounded I hadn't learned about the thing in the first place. One very memorable such occasion is when I learned about categories and how many different mathematical structures could be thought of in that context. Do people have other examples where they have been "Wow. That makes so much sense. Why didn't anyone previously say that?"
Schmidhuber's formulation of curiosity and interestingness as a (possibly the) human learning algorithm. Now when someone says "that's interesting" I gain information about the situation, where previously I interpreted it purely as an expression of an emotion. I still see it primarily about emotion, but now understand the whys of the emotional response: it's what (part of) our learning algorithm feels like from the inside.
There are some interesting signaling implications as well.
I would be wary of concluding too much from phatic statements. "That's interesting" is more likely to be a phatic utterance than not in some contexts/with some people
Direct link to the page on the theory.
That's really interesting! (ha!) I recommend reading the full page for good examples, but here's a summary: