> > I think it depends on how you define "smarter". Is that like "more
> > intelligent" ?
> What I mean is that the evaluation function is of better quality - knows
> more about chess in some sense.



Unfortunately, "better" in the case of chess evaluation is about as clear as
better in the sense of playouts. Let me refer you to an excellent post made
on the Talkchess forum by Tord Romstad:
http://www.talkchess.com/forum/viewtopic.php?topic_view=threads&p=135133&t=15504

A quote which sums up the problem:

"Fruit's evaluation function is actually very good. It is true that there
are many programs with more knowledgeable evals, but as explained above,
this is not the same as better evals. Fruit's evaluation is founded on a
sound philosophy, and has very few bugs. This is far more important than how
much knowledge it contains."

As the amount of knowledge (i.e. heuristics) goes up, the interdependence
between them skyrockets. With different depths, you also have different
interactions between the parameters, from things like side to move, total
material, etc. This makes it pretty complicated to make a solid conclusion
about the trend. I'd agree with your explanation, however.
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