a splashing noise. 

there is no mapping from the concept H20 to the word water, nor any explicit 
representations of the semantics of a verb, such as break and flow.  

To take another example, GPT-2 appears to encode something about fire, as well: 

a good way to light a fire is to use a lighter.  

a good way to light a fire is to use a match 

Compared to Lenat’s decades-long project to hand encode human knowledge in 
machine interpretable form, this appears at first glance to represent both an overnight 
success and an astonishing savings in labor. 

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The Next Decade in AI-