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\begin_body
\begin_layout Title
Grammatical classes
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\begin_layout Date
5 June 2018
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\begin_layout Section*
Placing words into grammatical classes
\end_layout
\begin_layout Standard
Here's a sample of automatically-discovered grammatical classes, using the
'
\family typewriter
ortho-merge
\family default
' strategy from '
\family typewriter
gram-class.scm
\family default
'.
I seem to have lost/corrupted a previous, larger dataset, so this was remade
from scratch the last few days.
Source dataset is '
\family typewriter
en_pairs_cfive_class
\family default
'.
\end_layout
\begin_layout Standard
This run took 48 hours (its very far from done, this is a snapshot), it
found 230 words that it could classify into 38 classes.
(Seven more words got classified as I prepared this, so the counts may
be off.) The table below lists them exhaustively.
Note that some words appear multiple times: for example,
\begin_inset Quotes eld
\end_inset
French English
\begin_inset Quotes erd
\end_inset
appear as common nouns, but also in thier own class.
Similarly,
\begin_inset Quotes eld
\end_inset
mother father
\begin_inset Quotes erd
\end_inset
appear in multiple classes.
Some words are clearly mis-classified, but there are not many of those.
The classes are clearly semantic in nature; for example, there are two
distinct classes of prepositions.
The semantics is entertainingly insightful:
\begin_inset Quotes eld
\end_inset
voice mother hands heart head father mind face feet
\begin_inset Quotes erd
\end_inset
are parts of oneself, with some unexpected members:
\begin_inset Quotes eld
\end_inset
mother, father
\begin_inset Quotes erd
\end_inset
are not normally considered to be body parts, but are, in some sense, deeply,
\begin_inset Quotes eld
\end_inset
parts of oneself
\begin_inset Quotes erd
\end_inset
.
Similarly,
\begin_inset Quotes eld
\end_inset
wife arm daughter friend mouth friends brother
\begin_inset Quotes erd
\end_inset
are mostly relatives and relationships, yet
\begin_inset Quotes eld
\end_inset
arm mouth
\begin_inset Quotes erd
\end_inset
are not.
Perhaps the arm and mouth have a mind of thier own, functioning a bit independe
ntly from the true self?
\end_layout
\begin_layout Standard
I'll try to run this a few more days, and present a newer report.
While reviving this old code, I realized that the classification algorithm
being used here has multiple faults and is a bit crude.
I'm writing a nicer algo right now.
I don't really know how to compare the quality of the algos, at this point.
\end_layout
\begin_layout Standard
Meanwhile, you shuld be able to get similar results, by applying the code
in '
\family typewriter
gram-class.scm
\family default
' to a dataset that contains disjuncts dervied from MST parses.
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Here's a graph of the above distribution.
Its on a log-log scale.
It looks to be approximately Zipfian.
That's no surprise.
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filename /home/linas/src/novamente/src/opencog-git/opencog/nlp/learn/learn-lang-diary/word-classes/class-words.eps
width 60page%
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The End
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