spaCy 错误地将手指识别为动词答案

【问题标题】：spaCy incorrectly recognizing finger as verbspaCy 错误地将手指识别为动词
【发布时间】：2021-07-14 18:42:30
【问题描述】：

我正在尝试研究一种方法来修复（或改变）spaCy 如何识别动词/名词。在以下示例中，我想将 finger 识别为 NOUN 而不是 VERB。

import spacy
nlp = spacy.load("en_core_web_lg")
doc = nlp('over exertion to finger from pulling open a stuck door left middle finger strain')
for w in doc:
    print(w.text, w.lemma_, w.pos_)

over over ADP
exertion exertion NOUN
to to PART
finger finger VERB  <-- finger should be NOUN
from from ADP
pulling pull VERB
open open ADJ
a a DET
stuck stuck ADJ
door door NOUN
left leave VERB
middle middle ADJ
finger finger NOUN
strain strain NOUN

我可以做哪些改变来解决这个问题？

【问题讨论】：

标签： python nlp spacy

【解决方案1】：

使用更好的en_core_web_trf 型号：

>>> import spacy
>>> nlp = spacy.load("en_core_web_trf")
>>> doc = nlp('over exertion to finger from pulling open a stuck door left middle finger strain')
>>> for w in doc:
    print(w.text, w.lemma_, w.pos_)
    
over over ADP
exertion exertion NOUN
to to ADP
finger finger NOUN
from from ADP
pulling pull VERB
open open ADP
a a DET
stuck stick VERB
door door NOUN
left leave VERB
middle middle ADJ
finger finger NOUN
strain strain NOUN

【讨论】：

你用的是什么版本的 spacy？
@Jon SpaCy 3.0.6.