Lecture � MIT MAS.962 Computational semantics

Greg Detre

14:00 Tuesday, September 10, 2002

Prof. Deb Roy

http://courses.media.mit.edu/2002fall/mas962

 

Words as �handles� to our (unconscious?) concepts

he finds the most convenient way of thinking about meaning/language is in terms of words, i.e. mental lexicon

 

infinite number of qualities/events/relations in the world for words to latch onto

words as equivalence of kinds across time � they reflect our objectification of the world

they classify, they blur the differences between things we want to lump together

they highlight the essential features of referents

though what you highlight depends on your purpose

 

2 approaches

cognitive science: reverse engineering � full-blown system which we can only chip at

computational: analysis by synthesis � not sure what/how to build up

 

What do words mean?

words point/attach/refer to things

doesn�t incorporate mental models

 

Odgen & Richards (1932) � triangle of:

thought/reference

referent

symbol

imputed relation between symbol + referent � mediates

 

Innateness & causation

causation � built-in innately?

correlation, temporal ordering � anything more???

or perhaps we learn motor skills and their effect on the world, and so derive our notion of causation from our notion of our own agency

difference between being able to employ causality in reasoning, and being able to use and understand the word/concept �causality� itself

 

Adaptiveness of language

surprisingly, a large number of people at an Evolution of Language conference at Harvard didn�t believe that the evolution of language was driven by communication

they thought that it grew out of the need for coordination of a distributed control system within an agent, i.e. bits of the brain talking to each other

Minsky: the most efficient way to build a system may be parallel, but serialising may be necessary for simplification (possibly inaccurate paraphrase???)

 

Meaning as extension

hard to get away from the notion of truth when talking about meaning

Aristotle � defined truth as the correspondence between what is said and the actual state of affirs (intentionality)

\ the meaning of a statement is anchored to the conditions in the world which make it true

binary truth values � considered a formal truth-preserving calculus

�dog� = corresponds to all the entities in the world (or in possible worlds) that are dogs � i.e. meaning is extension

but how do we store that in our heads?

and how can we know partial definitions? e.g. vitamins or beech vs elm (Putnam)

 

Meaning as bundle of primitives

word meaning = necessary and sufficient binary features

e.g. bachelor = unmarried/human/male/adult

difficult to nail down a set of primitives

maybe you can only have sufficient in a large number of cases, or probabilistic

 

Witt � what is a game? no single primitive of a game. perhaps �game� is itself a primitive?

taken together, a set/family of resemblance defines the space

what�s a pile of sand? what�s a shoulder?

what primitives do you choose from? what do the primitives themselves mean?

 

Deceptiveness of representations

the variable name shouldn�t be thought of as capturing anything of the meaning, e.g. DOG vs XYZ

levels of description

functional vs descriptive

how much implicit knowledge is needed to use the representation?

 

Meaning, intentionality and internalisation

Jackendoff (2002) � activity in the neural assemblies in the brain is meaning

it�s not clear what is meant to talk of external objects in the world anyway

 

Dictionaries

what do you need to know to use dictionary definitions?

circularity (e.g. �push� in Webster)

 

Aspects of word meaning

relation to:

world

other words

cultural constructions

personal history/state

 

can use relations to shed light on underlying features of meaning

 

Ambiguity

fast car, fast road, fast food

maybe you can�t break apart these lexical phrases

what�s the core word meaning that stays constant?

 

Three families of approaches

relational/structural, e.g. Wordnet

externally grounded, e.g. computer vision, robotics

na� theoretic

 

Admin

maybe change time to 4.30

 

Questions

what do I mean by levels??? layers???

what languages are not word-based??? Turkish??? even those languages have morphemes

�they thought that it grew out of the need for coordination of a distributed control system within an agent, i.e. bits of the brain talking to each other???� � what do I make of this as an idea for the selective pressure on language???

prototypes???

dictionaries???