69 lines
2.9 KiB
Plaintext
69 lines
2.9 KiB
Plaintext
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.. Copyright (C) 2001-2023 NLTK Project
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.. For license information, see LICENSE.TXT
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.. -*- coding: utf-8 -*-
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=========================
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Word Sense Disambiguation
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=========================
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Lesk Algorithm
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--------------
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Performs the classic Lesk algorithm for Word Sense Disambiguation (WSD) using
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a the definitions of the ambiguous word.
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Given an ambiguous word and the context in which the word occurs, Lesk returns
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a Synset with the highest number of overlapping words between the context
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sentence and different definitions from each Synset.
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>>> from nltk.wsd import lesk
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>>> sent = ['I', 'went', 'to', 'the', 'bank', 'to', 'deposit', 'money', '.']
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>>> print(lesk(sent, 'bank', 'n'))
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Synset('savings_bank.n.02')
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>>> print(lesk(sent, 'bank'))
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Synset('savings_bank.n.02')
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The definitions for "bank" are:
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>>> from nltk.corpus import wordnet as wn
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>>> for ss in wn.synsets('bank'):
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... print(ss, ss.definition())
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...
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Synset('bank.n.01') sloping land (especially the slope beside a body of water)
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Synset('depository_financial_institution.n.01') a financial institution that accepts deposits and channels the money into lending activities
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Synset('bank.n.03') a long ridge or pile
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Synset('bank.n.04') an arrangement of similar objects in a row or in tiers
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Synset('bank.n.05') a supply or stock held in reserve for future use (especially in emergencies)
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Synset('bank.n.06') the funds held by a gambling house or the dealer in some gambling games
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Synset('bank.n.07') a slope in the turn of a road or track; the outside is higher than the inside in order to reduce the effects of centrifugal force
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Synset('savings_bank.n.02') a container (usually with a slot in the top) for keeping money at home
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Synset('bank.n.09') a building in which the business of banking transacted
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Synset('bank.n.10') a flight maneuver; aircraft tips laterally about its longitudinal axis (especially in turning)
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Synset('bank.v.01') tip laterally
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Synset('bank.v.02') enclose with a bank
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Synset('bank.v.03') do business with a bank or keep an account at a bank
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Synset('bank.v.04') act as the banker in a game or in gambling
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Synset('bank.v.05') be in the banking business
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Synset('deposit.v.02') put into a bank account
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Synset('bank.v.07') cover with ashes so to control the rate of burning
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Synset('trust.v.01') have confidence or faith in
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Test disambiguation of POS tagged `able`.
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>>> [(s, s.pos()) for s in wn.synsets('able')]
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[(Synset('able.a.01'), 'a'), (Synset('able.s.02'), 's'), (Synset('able.s.03'), 's'), (Synset('able.s.04'), 's')]
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>>> sent = 'people should be able to marry a person of their choice'.split()
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>>> lesk(sent, 'able')
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Synset('able.s.04')
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>>> lesk(sent, 'able', pos='a')
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Synset('able.a.01')
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Test behavior if there is are no matching senses.
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>>> lesk('John loves Mary'.split(), 'loves', synsets=[])
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