Hi Bob,

Thanks for the response. Some later date, I would like to talk more. Yes,
its the non-Cartesian-ness of it all that I think I now know how to
handle.  Very briefly: in the original papers on link-grammar (1991-1993),
they explained it by drawing pictures of jigsaw puzzle-pieces.  One of the
pop-sci reports of your work has a diagram of ... jigsaw puzzle pieces.  I
slapped my forehead. The current realization is that the "jigsaw pieces"
are exactly the same thing as the local sections of a sheaf, and so I am
busy data-mining those.

As I just discovered a terrible terrible bug in my code (dropped minus
sign) earlier today, a month or two of data collection is wiped out. :-(
That's life.  Back to work, and slightly less conversation, for me, just
right now.

--linas



On Sun, Jul 9, 2017 at 9:44 PM, Bob Coecke <[email protected]> wrote:

> Dear Linas, thanks for including me here.  One crucial thing about
> language is that it manifestly “non-Cartesian”, and may as well be the
> total opposite in the spectrum of compositional structures, if one follows
> Lambek in the 2000s.  The upshot of this is that it gives language a
> leading role in a spectrum of theories across many disciplines where these
> "anti-Cartesian” structures rule  [ :) ].  I have written a couple of
> pedestrian/popular papers about this:
>
> From quantum foundations via natural language meaning to a theory of
> everything
> https://arxiv.org/abs/1602.07618
>
> An alternative Gospel of structure: order, composition, processes
> https://arxiv.org/abs/1307.4038
>
> and my recent book with Aleks Kissinger, although in 1st order quantum
> theory, provides a framework on compositionally that applies equally well
> to language (as we explain in some advanced material sections):
>
> http://www.cambridge.org/pqp
>
> > On 10 Jul 2017, at 02:44, Linas Vepstas <[email protected]> wrote:
> >
> > My answer was too brief. Link-grammar is a kind of CCG, where the
> morphisms are are given streamlined, less klunky labels, called "types". A
> branch of mathematics called "type theory" explains how types and
> categories are dual to each other, and how talking about types often
> provides a simpler, deeper insight than talking about categories. But they
> are the "same thing" in a certain sense.
> >
> > More precisely, categories have an "internal hom" functor, and that hom
> defines the "internal language" of the category. The most famous example is
> that the "internal language" of closed cartesian categories is simply-typed
> lambda calculus. This can be seen as a form of Curry-Howard correspondence.
> John Baez and Bob Coecke have written extensively on this topic; before
> them was Lambeck and many others.
> >
> > Roughly speaking, types describe how morphisms can be composed; they
> describe allowed combinations.
> >
> > I think I wrote previously about how I believe that we can beat other
> research: by using what are called "sections of a sheaf" in mathematics,
> and are called "disjuncts" in link grammar.  Here's why:
> >
> > Pretty much all work on meaning uses vector spaces (e.g. word2vec, and
> so on) and vector spaces are a certain kind of category with a certain kind
> of internal language, that we know, a priori, is not quite right for the
> categories that describe language. To overcome this limitation, I believe
> that by using sections of a sheaf (i.e. link-grammar disjuncts) we can
> locally "glue together" the necessary semantic space, in the correct shape,
> instead of assuming that it is flat, which is what vector spaces do.
> >
> > Of course, I am just throwing around big words here. The actual work is
> harder, and I just spent the last month creating a dataset which turns out
> to have a deep, maybe fatal flaw. Its a lot of work to take a small step.
> >
> > --linas
> >
> >
> > On Sun, Jul 9, 2017 at 1:23 PM, Linas Vepstas <[email protected]>
> wrote:
> > Link Grammar is a certain kind of CCG. -- linas
> >
> > On Sun, Jul 9, 2017 at 6:15 AM, Alex <[email protected]> wrote:
> > Probably offtopic - while I am reading about OpenCog community efforts
> in NLP, I am quite suspicious about statistical methods. I think that the
> only meaningful approach to the NLP ir the combinatory categorial grammars
> (Lambek calculus, Montague semantics) and this effort tries to translate
> natural language sentences into logical expressions - lambda calculus
> expressions. So - if there is connection between Schema as a language of
> lambda calculus, then CCGs are the way of translating NL sentences directly
> into Scheme structures. Besides CCGs approach uses white box approach and
> understanding for the semantics of natural language, these semantical
> knowledge can also be encoded as the Scheme/OpenCog structures and can be
> learned of enhanced by time.
> >
> > Of course, raw statistical approach in the end can give the same
> results, but structured approach can be more feasible. Besides -
> statistical approach yields results that are worth all or nothing. But CCG
> approach yields results that are improving step by step and such improving
> understanding reflects the human approach to the world and language -
> humans progresively learns language, its syntax and semantics. I we have
> the slightest doubts about existence of the perfect understanding of the
> language then we should also must have doubts about efficiency of the
> statistical approach.
> >
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>

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