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Memory Requirements and Lexical Ambiguities of Parsing Strategies By Steve Hoenisch Last updated on August 11, 2004 Copyright 1996-2006 www.Criticism.Com Table of Contents 1 Citation 2 Optimal Parsing Strategies 3 Related 1 Citation
From: Abney, S. and Johnson, M. 1991. Memory Requirements and Lexical
Ambiguities of Parsing Strategies, Journal of Psycholinguistics
Research 20:233-250.
2 Optimal Parsing StrategiesAbney and Johnson, maintaining that two properties of parsing
strategies -- space requirements and local ambiguities -- have
been subject to imprecise examination and unrealistic
assumptions, investigate the range of possible parsers, their
memory requirements, and the number of local ambiguities they
face. Abney and Johnson lay the foundation for determining and
executing the parsing strategy that, given a grammar, optimizes
the combination of memory requirements and local ambiguities. In
doing so, they provide a method for measuring the local
ambiguities and space requirements of a selected parsing strategy
for a particular grammar. (For Abney and Johnson, a parsing
strategy "is a way of enumerating the nodes and arcs of parse
trees" (236).)
Because of the controversy over center-embedded constructions,
Abney and Johnson's method for measuring space requirements is of
particular importance. The method rests on assigning one unit to
each node to which the parser may need to refer, including nodes
left incomplete because their parent or child has yet to be
constructed. Given a grammar, a parsing strategy's required space
is the maximum necessitated by an enumeration that the strategy
designates for a parse tree of the grammar. The measurement's
application shows that in languages like English which branch
heavily to the right, a top-down strategy makes more efficient
use of memory than a bottom-up strategy -- because a top-down
strategy keeps the number of incomplete nodes lower. Conversely,
in left-branching structures, a bottom-up parser more efficiently
utilizes space. Meantime, the parsing strategy for center
embedding should require maximal memory requirements if the
inability to parse center-embedded constructions is to be
attributed to memory limitations. However, Abney and Johnson
show, neither top-down nor bottom-up strategies reach their
maximum space requirements when applied to center-embedded
structures, a finding that Abney and Johnson make convincing by
providing and comparing clear, concrete enumerations of the
memory requirements for left-branching, right-branching, and
center-embedded structures.
Regarding local ambiguities, Abney and Johnson use calculations
to show that a "less eager" strategy -- that is, one that
constructs nonterminal nodes earlier in the input string -- may
reduce the local ambiguities encountered by the parser. Bottom-up
strategies are less eager than top-down strategies, revealing an
efficiency trade off for right-branching languages like English
between reducing local ambiguities and minimizing memory
requirements. Accordingly, Abney and Johnson maintain that the
optimal parsing strategy for English is probably neither top-down
nor bottom-up.
Considered a classic essay in the computational linguistic
literature as well as an important psycholinguistic contribution,
the essay is well organized and highly readable, making it
accessible to readers not initiated into the technical background
of computational linguistics. Abney and Johnson take particular
care to define their terms and provide concrete examples backing
up their major points.
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