The "aha" moment when I realized that curve-fitting was the wrong paradigm for achieving generalizable modeling of problems spaces that involve symbolic reasoning was in early 2016. I was trying every possible way to get a LSTM/GRU based model to classify first-order logic
The Limitations of Curve-Fitting for Symbolic Reasoning Tasks
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