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# WordNet::Similarity::wup.pm version 2.04 |
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# (Last updated $Id: wup.pm,v 1.27 2008/03/27 06:21:17 sidz1979 Exp $) |
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# |
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# Semantic Similarity Measure package implementing the semantic |
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# relatedness measure described by Wu & Palmer (1994) as revised |
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# by Resnik (1999). |
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# |
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# Copyright (c) 2005, |
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# |
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# Ted Pedersen, University of Minnesota Duluth |
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# tpederse at d.umn.edu |
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# |
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# Jason Michelizzi, Univeristy of Minnesota Duluth |
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# mich0212 at d.umn.edu |
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# |
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# Siddharth Patwardhan, University of Utah, Salt Lake City |
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# sidd at cs.utah.edu |
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# |
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# This program is free software; you can redistribute it and/or |
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# modify it under the terms of the GNU General Public License |
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# as published by the Free Software Foundation; either version 2 |
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# of the License, or (at your option) any later version. |
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# |
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# This program is distributed in the hope that it will be useful, |
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# but WITHOUT ANY WARRANTY; without even the implied warranty of |
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# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the |
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# GNU General Public License for more details. |
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# |
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# You should have received a copy of the GNU General Public License |
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# along with this program; if not, write to |
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# |
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# The Free Software Foundation, Inc., |
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# 59 Temple Place - Suite 330, |
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# Boston, MA 02111-1307, USA. |
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# |
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# ------------------------------------------------------------------ |
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package WordNet::Similarity::wup; |
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=head1 NAME |
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WordNet::Similarity::wup - Perl module for computing semantic |
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relatedness of word senses using the edge counting method of the |
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of Wu & Palmer (1994) |
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46
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=head1 SYNOPSIS |
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use WordNet::Similarity::wup; |
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use WordNet::QueryData; |
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52
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my $wn = WordNet::QueryData->new(); |
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54
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my $wup = WordNet::Similarity::wup->new($wn); |
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56
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my $value = $wup->getRelatedness('dog#n#1', 'cat#n#1'); |
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my ($error, $errorString) = $wup->getError(); |
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60
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die $errorString if $error; |
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62
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print "dog (sense 1) <-> cat (sense 1) = $value\n"; |
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=head1 DESCRIPTION |
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66
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Resnik (1999) revises the Wu & Palmer (1994) method of measuring semantic |
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relatedness. Resnik uses use an edge distance method by taking into |
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account the most specific node subsuming the two concepts. Here we have |
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implemented the original Wu & Palmer method, which uses node-counting. |
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71
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=head2 Methods |
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This module defines the following methods: |
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=over |
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=cut |
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use strict; |
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use warnings; |
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use WordNet::Similarity::DepthFinder; |
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84
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our @ISA = qw/WordNet::Similarity::DepthFinder/; |
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86
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our $VERSION = '2.04'; |
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=item $wup->getRelatedness ($synset1, $synset2) |
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Computes the relatedness of two word senses using a node counting scheme. |
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For details on how relatedness is computed, see the discussion section |
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below. |
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Parameters: two word senses in "word#pos#sense" format. |
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96
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Returns: Unless a problem occurs, the return value is the relatedness |
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score. If no path exists between the two word senses, then a large |
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negative number is returned. If an error occurs, then the error level is |
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set to non-zero and an error string is created (see the description |
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of getError()). Note: the error level will also be set to 1 and an error |
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string will be created if no path exists between the words. |
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103
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=cut |
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105
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sub getRelatedness |
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{ |
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my $self = shift; |
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my $in1 = shift; |
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my $in2 = shift; |
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111
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my $class = ref $self || $self; |
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113
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# initialize trace string |
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$self->{traceString} = ""; |
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116
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# JM 1-21-04 |
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# moved input validation code to WordNet::Similarity::parseWps() |
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my $ret = $self->parseWps ($in1, $in2); |
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ref $ret or return $ret; |
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my ($word1, $pos1, $sense1, $offset1, $word2, $pos2, $sense2, $offset2) |
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= @{$ret}; |
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123
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defined $word1 or return undef; |
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125
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my $wps1 = "$word1#$pos1#$sense1"; |
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my $wps2 = "$word2#$pos2#$sense2"; |
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128
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my $score = $self->fetchFromCache ($wps1, $wps2); |
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return $score if defined $score; |
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my @LCSs = $self->getLCSbyDepth ($wps1, $wps2, $pos1, 'wps'); |
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my $temp = shift @LCSs; |
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unless (ref $temp) { |
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return $temp; |
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} |
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my ($lcs, $depth, $root) = @{$temp}; |
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138
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unless (defined $lcs) { |
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# no lcs found, return unrelated (errors already generated) |
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return $self->UNRELATED; |
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} |
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143
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# now find the depth of $wps1 and $wps2 |
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my $trace = $self->{trace}; |
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$self->{trace} = 0; |
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my @paths1 = $self->getShortestPath ($wps1, $lcs, $pos1, 'wps'); |
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my @paths2 = $self->getShortestPath ($wps2, $lcs, $pos1, 'wps'); |
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$self->{trace} = $trace; |
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150
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my ($length1, undef) = @{shift @paths1}; |
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my ($length2, undef) = @{shift @paths2}; |
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153
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if (ref $length1) { |
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die "Length 1 is a ref\n"; |
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} |
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# If we've already found an lcs, then there must be a path, so this |
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# error should never occur, but there's little harm in checking anyways |
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unless (defined $length1) { |
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$self->{errorString} .= "Length 1 is undefined."; |
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$self->{error} = 1; |
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return undef; |
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} |
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unless (defined $length2) { |
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$self->{errorString} .= "Length 2 is undefined."; |
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$self->{error} = 1; |
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return undef; |
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} |
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169
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my $depth1 = $depth + $length1 - 1; |
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my $depth2 = $depth + $length2 - 1; |
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172
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$score = 2 * $depth / ($depth1 + $depth2); |
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174
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$self->storeToCache ($wps1, $wps2, $score) if $self->{doCache}; |
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if ($self->{trace}) { |
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$self->{traceString} .= "\nDepth("; |
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$self->printSet ($pos1, 'wps', $in1); |
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$self->{traceString} .= ") = $depth1\nDepth("; |
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$self->printSet ($pos1, 'wps', $in2); |
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$self->{traceString} .= ") = $depth2\n"; |
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} |
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return $score; |
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} |
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186
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### |
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187
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# JM 1-16-04 |
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# All of the code that used to follow here has been replaced by code in |
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# PathFinder. |
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### |
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192
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1; |
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194
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__END__ |