The Complexity of Natural Language

نویسنده

  • Matt Mahoney
چکیده

The goal of my dissertation will be to estimate the memory requirement of a human language model for natural language processing tasks. Currently, no model is known, but it should be possible to estimate the size (and hence the cost) of a model without building one. Arguments from psychology, neurophysiology, and attempts at AI suggest a size between 10 and 10 bits, and probably around 10 bits. My approach will be to compare human text prediction with text compression as model size is varied.

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تاریخ انتشار 2007