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package Lingua::EN::WSD::CorpusBased; |
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our $VERSION = "0.11"; |
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use warnings; |
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use strict; |
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use String::Util qw(crunch); |
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use stem; |
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use Lingua::EN::WSD::CorpusBased::Corpus; |
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sub new { |
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my $class = shift; |
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my %args = ('debug' => 0, |
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'strict' => 0, |
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'stem' => 1, |
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'hypernyms' => 1, |
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'hyponyms' => 1, |
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@_); |
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return -1 if (ref($args{'wnref'}) ne 'WordNet::QueryData'); |
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return -1 if (ref($args{'cref'}) ne 'Lingua::EN::WSD::CorpusBased::Corpus'); |
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my $this = { 'wn' => $args{'wnref'}, |
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'corpus' => $args{'cref'}, |
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'debug' => $args{'debug'}, |
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'strict' => $args{'strict'}, |
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'flexibility' => $args{'flexibility'}, |
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'stem' => $args{'stem'}, |
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'stemmer' => stem->new($args{'wnref'}), |
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'hype' => $args{'hypernyms'}, |
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'hypo' => $args{'hyponyms'}}; |
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return bless $this, $class; |
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} |
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sub init { |
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my $self = shift; |
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my %args = @_; |
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my $term = $args{'term'}; |
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my @t = split / +/, lc($term); |
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$self->{'term'} = \@t; |
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$self->{'size'} = scalar @t; |
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$self->{'inWN'} = $self->{'wn'}->queryWord($self->term,"syns"); |
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$self->{'wnTerm'} = crunch($self->{'stemmer'}->stemString(($self->{'inWN'}?$self->term:$self->head))); |
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if ($self->{'debug'} > 0) { |
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print STDERR 'CorpusBased object initialized (term="'.join(' ',@{ $self->{'term'} }).'", '; |
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print STDERR 'size="'.$self->{'size'}.'", '; |
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print STDERR 'inWN="'.$self->{'inWN'}.'", '; |
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print STDERR 'wnTerm="'.$self->{'wnTerm'}.")\n"; |
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} |
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} |
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sub ready { |
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my $self = shift; |
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return 0 if (! exists($self->{'term'})); |
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return 0 if ($self->{'term'} eq ''); |
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return 1; |
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} |
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sub term { |
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my $self = shift; |
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return -1 if (! $self->ready); |
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return lc(join("_",@{$self->{'term'}})); |
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} |
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sub head { |
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my $self = shift; |
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return -1 if (! $self->ready); |
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return lc($self->{'term'}->[$self->{'size'} - 1]); |
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} |
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sub term_replace { |
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my $self = shift; |
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my $replacement = shift; |
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return -1 if (! $self->ready); |
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my @t = @{$self->{'term'}}; |
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pop(@t); |
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push(@t,split(/_/,$replacement)); |
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return \@t; |
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} |
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sub synsets { |
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my $self = shift; |
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my %returnlist = (); |
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return [] if (! $self->ready); |
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my $query = $self->{'wnTerm'}; |
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my @senses = $self->{'wn'}->queryWord($query,"syns"); |
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foreach my $word_pos (@senses) { |
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foreach my $word_pos_num ($self->{'wn'}->querySense($word_pos,"syns")) { |
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$returnlist{$word_pos_num} = 1; |
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}; |
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}; |
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my @t = keys %returnlist; |
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return \@t; |
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} |
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sub synonyms { |
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my ($self,$synset) = @_; |
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return () if ((! defined $synset) or $synset eq ''); |
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return (map |
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{ /([^\#]*)\#[nva]\#\d+/; $1 } |
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$self->{'wn'}->querySense($synset,"syns")); |
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} |
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sub hypernyms { |
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my ($self,$synset) = @_; |
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return () if ((! defined $synset) or $synset eq ''); |
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return $self->{'wn'}->querySense($synset,"hype"); |
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} |
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sub hyponyms { |
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my ($self,$synset) = @_; |
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return () if ((! defined $synset) or $synset eq ''); |
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return $self->{'wn'}->querySense($synset,"hypo"); |
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} |
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sub count { |
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my $self = shift; |
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return -1 if ((! defined $self->{'corpus'}) or |
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(! exists $self->{'corpus'})); |
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return $self->{'corpus'}->count(@_); |
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} |
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sub v { |
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my ($self,$synset) = @_; |
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return -1 if (! defined $synset or |
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$synset eq ''); |
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my $sum = 0; |
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foreach my $synonym ($self->synonyms($synset)) { |
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if ($self->{'inWN'}) { |
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$sum += $self->count(split(/_/,$synonym)); |
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} else { |
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$sum += $self->count(@{$self->term_replace($synonym)}); |
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} |
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}; |
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# hypernyms |
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if ($self->{'hype'}) { |
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foreach my $hypernym ($self->hypernyms($synset)) { |
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foreach my $synonym ($self->synonyms($hypernym)) { |
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if ($self->{'inWN'}) { |
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$sum += $self->count(split(/_/,$synonym)); |
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} else { |
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$sum += $self->count(@{$self->term_replace($synonym)}); |
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} |
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}; |
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}; |
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}; |
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# hyponyms |
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if ($self->{'hypo'}) { |
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foreach my $hyponym ($self->hyponyms($synset)) { |
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foreach my $synonym ($self->synonyms($hyponym)) { |
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if ($self->{'inWN'}) { |
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$sum += $self->count(split(/_/,$synonym)); |
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} else { |
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$sum += $self->count(@{$self->term_replace($synonym)}); |
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} |
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}; |
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}; |
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}; |
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return $sum; |
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} |
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sub sense { |
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my $self = shift; |
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my $max = 0; |
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return [] if ($self->{'wnTerm'} eq ''); |
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my @maxsynsets = (); |
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foreach my $synset (@{$self->synsets}) { |
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print STDERR ' '.$synset."\n" if ($self->{'debug'} > 0); |
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my $value = $self->v($synset)."\n"; |
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if ($value > $max) { |
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@maxsynsets = ($synset); |
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$max = $value; |
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} elsif ($value == $max) { |
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push(@maxsynsets, $synset); |
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}; |
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} |
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if (scalar @maxsynsets == scalar @{ $self->synsets } and |
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$self->{'strict'}) { |
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return []; |
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} |
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return \@maxsynsets; |
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} |
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sub wsd { |
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my ($self,$term) = @_; |
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return -1 if ($term eq ''); |
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print STDERR "Doing WSD for term '$term'\n" if ($self->{'debug'} > 0); |
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$self->init('term' => $term); |
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return $self->sense; |
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} |
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sub debug { |
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my $self = shift; |
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return $self->{'debug'}; |
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} |
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1; |
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__END__ |