Python WordNet：如何确定最相关的两个同义词

有没有一种使用WordNet synset快速确定最相关同义词的方法？。以下是我的尝试： ……为某些人工作，但不为其他人工作。如果第一个语法集只包含原始单词，那么您无法获得多个单词，如下面使用friend的示例中所示

>>> [synset.lemma_names for synset in wn.synsets('car')][0][:2]
['car', 'auto']

>>>[synset.lemma_names for synset in wn.synsets('friend')][0]
['friend']

朋友的实际系统集：

>>>[synset.lemma_names for synset in wn.synsets('friend')]
[['friend'], ['ally', 'friend'], ['acquaintance', 'friend'], ['supporter', 'protagonist', 'champion', 'admirer', 'booster', 'friend'], ['Friend', 'Quaker']]

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有什么想法吗？

Wordnet映射并关联感官而非文字。因此，在WordNet中查找相关的同义词可能是不可能的。你也会陷入多重意义的词语问题；没有上下文，任何单词的意义都不清楚：

>>> wn.synsets('car')
[Synset('car.n.01'), Synset('car.n.02'), Synset('car.n.03'), Synset('car.n.04'), Synset('cable_car.n.01')]
>>> wn.synsets('auto')
[Synset('car.n.01')]
>>> wn.synsets('friend')
[Synset('friend.n.01'), Synset('ally.n.02'), Synset('acquaintance.n.03'), Synset('supporter.n.01'), Synset('friend.n.05')]

当你研究每个引理包含的不同意义时，你会得到一个递归的语法集引理链，语法集引理链…：

from itertools import chain
>>> set(chain(*[j.lemma_names() for j in wn.synsets('friend')]))set([u'acquaintance', u'champion', u'Quaker', u'protagonist', u'friend', u'admirer', u'Friend', u'supporter', u'ally', u'booster'])
>>> [wn.synsets(i) for i in set(chain(*[j.lemma_names() for j in wn.synsets('friend')]))]
[[Synset('acquaintance.n.01'), Synset('acquaintance.n.02'), Synset('acquaintance.n.03')], [Synset('champion.n.01'), Synset('champion.n.02'), Synset('supporter.n.01'), Synset('ace.n.03'), Synset('champion.v.01'), Synset('champion.s.01')], [Synset('friend.n.05'), Synset('quaker.n.02')], [Synset('supporter.n.01'), Synset('protagonist.n.02')], [Synset('friend.n.01'), Synset('ally.n.02'), Synset('acquaintance.n.03'), Synset('supporter.n.01'), Synset('friend.n.05')], [Synset('supporter.n.01'), Synset('admirer.n.02'), Synset('admirer.n.03')], [Synset('friend.n.01'), Synset('ally.n.02'), Synset('acquaintance.n.03'), Synset('supporter.n.01'), Synset('friend.n.05')], [Synset('supporter.n.01'), Synset('patron.n.03'), Synset('assistant.n.01'), Synset('garter.n.01'), Synset('athletic_supporter.n.01')], [Synset('ally.n.01'), Synset('ally.n.02'), Synset('ally.v.01')], [Synset('supporter.n.01'), Synset('promoter.n.01'), Synset('booster.n.03'), Synset('booster.n.04'), Synset('booster.n.05'), Synset('booster.n.06')]]
>>> [k.lemma_names() for k in chain(*[wn.synsets(i) for i in set(chain(*[j.lemma_names() for j in wn.synsets('friend')]))])]
[[u'acquaintance', u'familiarity', u'conversance', u'conversancy'], [u'acquaintance', u'acquaintanceship'], [u'acquaintance', u'friend'], [u'champion', u'champ', u'title-holder'], [u'champion', u'fighter', u'hero', u'paladin'], [u'supporter', u'protagonist', u'champion', u'admirer', u'booster', u'friend'], [u'ace', u'adept', u'champion', u'sensation', u'maven', u'mavin', u'virtuoso', u'genius', u'hotshot', u'star', u'superstar', u'whiz', u'whizz', u'wizard', u'wiz'], [u'champion', u'defend'], [u'champion', u'prizewinning'], [u'Friend', u'Quaker'], [u'quaker', u'trembler'], [u'supporter', u'protagonist', u'champion', u'admirer', u'booster', u'friend'], [u'protagonist', u'agonist'], [u'friend'], [u'ally', u'friend'], [u'acquaintance', u'friend'], [u'supporter', u'protagonist', u'champion', u'admirer', u'booster', u'friend'], [u'Friend', u'Quaker'], [u'supporter', u'protagonist', u'champion', u'admirer', u'booster', u'friend'], [u'admirer'], [u'admirer', u'adorer'], [u'friend'], [u'ally', u'friend'], [u'acquaintance', u'friend'], [u'supporter', u'protagonist', u'champion', u'admirer', u'booster', u'friend'], [u'Friend', u'Quaker'], [u'supporter', u'protagonist', u'champion', u'admirer', u'booster', u'friend'], [u'patron', u'sponsor', u'supporter'], [u'assistant', u'helper', u'help', u'supporter'], [u'garter', u'supporter'], [u'athletic_supporter', u'supporter', u'suspensor', u'jockstrap', u'jock'], [u'ally'], [u'ally', u'friend'], [u'ally'], [u'supporter', u'protagonist', u'champion', u'admirer', u'booster', u'friend'], [u'promoter', u'booster', u'plugger'], [u'booster', u'shoplifter', u'lifter'], [u'booster', u'booster_amplifier', u'booster_station', u'relay_link', u'relay_station', u'relay_transmitter'], [u'booster', u'booster_rocket', u'booster_unit', u'takeoff_booster', u'takeoff_rocket'], [u'booster', u'booster_dose', u'booster_shot', u'recall_dose']]

简而言之，在WordNet中查找相关的同义词可能是不可能的，很可能您需要查找其他资源