Add draft on language grounding
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bib/all.bib
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bib/all.bib
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bib/bibliography.bib
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bib/bibliography.bib
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@book{awodeyCategoryTheory2010,
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location = {{Oxford ; New York}},
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title = {Category Theory},
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edition = {2nd ed},
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isbn = {978-0-19-958736-0 978-0-19-923718-0},
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pagetotal = {311},
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number = {52},
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series = {Oxford Logic Guides},
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publisher = {{Oxford University Press}},
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date = {2010},
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keywords = {Categories (Mathematics)},
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author = {Awodey, Steve},
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}
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@book{gowersPrincetonCompanionMathematics2010,
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title = {The {{Princeton}} Companion to Mathematics},
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publisher = {{Princeton University Press}},
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date = {2010},
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author = {Gowers, Timothy and Barrow-Green, June and Leader, Imre},
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}
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@inbook{wignerUnreasonableEffectivenessMathematics1990,
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langid = {english},
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title = {The {{Unreasonable Effectiveness}} of {{Mathematics}} in the {{Natural Sciences}}},
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isbn = {978-981-02-0233-0 978-981-4503-48-8},
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url = {http://www.worldscientific.com/doi/abs/10.1142/9789814503488_0018},
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booktitle = {Mathematics and {{Science}}},
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publisher = {{WORLD SCIENTIFIC}},
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urldate = {2019-03-03},
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date = {1990-08},
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pages = {291-306},
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author = {Wigner, Eugene P.},
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bookauthor = {Mickens, Ronald E},
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doi = {10.1142/9789814503488_0018}
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}
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@article{harnad1990_symbol_groun_probl,
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author = {Stevan Harnad},
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title = {The Symbol Grounding Problem},
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journal = {Physica D: Nonlinear Phenomena},
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volume = {42},
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number = {1-3},
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pages = {335-346},
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year = {1990},
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doi = {10.1016/0167-2789(90)90087-6},
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url = {https://doi.org/10.1016/0167-2789(90)90087-6},
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DATE_ADDED = {Thu Nov 7 14:36:52 2019},
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}
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posts/symbol-grounding.org
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posts/symbol-grounding.org
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---
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title: "Reading Notes: \"The Symbol Grounding Problem\", Stevan Harnad"
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date: 2020-02-02
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---
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cite:harnad1990_symbol_groun_probl defined the /symbol grounding
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problem/, which is one of the most influential issues in natural
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language problems since the 1980s. The issue is to determine how a
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formal language system, consisting in simple symbols, can be imbued
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with any /meaning/.
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From the abstract:
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#+begin_quote
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How can the semantic interpretation of a formal symbol system can be
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made /intrinsic/ to the system, rather than just parasitic on the
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meanings in our heads? How can the meanings of the meaningless symbol
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tokens, manipulated solely on the basis of their (arbitrary) shapes,
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can be grounded in anything but other meaningless symbols?
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#+end_quote
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In this landmark paper, Harnad makes the issue explicit, in its
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context of cognitivism and competing theories of mind and
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intelligence. He then proposes an original solution based on a
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combination of symbolic and connectionist properties. The problem
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itself is still highly relevant to today's NLP advances, where the
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issue of extracting /meaning/ is still not solved.
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# cf Gary Marcus, /Rebooting AI/, and post on /The Gradient/
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* What is the symbol grounding problem?
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** Context: cognitivism, symbolism, connectionism
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/Cognitivism/ is the general framework in which all experimental
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psychology takes place. It replaced old-fashioned /behaviorism/,
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replacing it by an empirical science allowing to question the inner
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workings of brains and minds.
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Behaviorism restrained scientific inquiries to external behavior,
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explicitly forbidding to make theories about what goes on inside the
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mind. Cognitivism allowed the scientist to make hypotheses about
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unobservable phenomenons, provided they made predictions testable in
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an experimental setting.
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"Meaning" is one such unobservable phenomenon.
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** Exposing the issue: thought experiments
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* What the human mind does, and what AIs could do
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* References
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2
site.hs
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site.hs
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@ -128,7 +128,7 @@ customPandocCompiler =
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readerOptions = defaultHakyllReaderOptions
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readerOptions = defaultHakyllReaderOptions
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in do
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in do
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csl <- load $ fromFilePath "csl/chicago-author-date.csl"
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csl <- load $ fromFilePath "csl/chicago-author-date.csl"
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bib <- load $ fromFilePath "bib/all.bib"
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bib <- load $ fromFilePath "bib/bibliography.bib"
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writePandocWith writerOptions <$>
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writePandocWith writerOptions <$>
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(getResourceBody >>= readPandocBiblio readerOptions csl bib)
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(getResourceBody >>= readPandocBiblio readerOptions csl bib)
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