我目前正在开发一个命名实体识别模型。我有一堆以CoNLL格式存储的数据需要转换为Spacy格式。在CoNLL中,每个句子的每个单词旁边都有一个标签。在Spacy中,标签只会显示给那些实际上有标签的单词。 如何从以下格式(CoNLL)进行转换?
From O
2001 B-DateTime
to I-DateTime
2004 I-DateTime
, O
I O
was O
a O
stagehand O
for O
Hartford B-Company
Stage I-Company
Company O
. O
转换为以下格式(Spacy)
TRAIN_DATA = [('what is the price of polo?', {'entities': [(21, 25, 'PrdName')]}),
('what is the price of ball?', {'entities': [(21, 25, 'PrdName')]}),
('what is the price of jegging?', {'entities': [(21, 28, 'PrdName')]}),
('what is the price of t-shirt?', {'entities': [(21, 28, 'PrdName')]}),
('what is the price of jeans?', {'entities': [(21, 26, 'PrdName')]}),
('what is the price of bat?', {'entities': [(21, 24, 'PrdName')]}),
('what is the price of shirt?', {'entities': [(21, 26, 'PrdName')]}),
('what is the price of bag?', {'entities': [(21, 24, 'PrdName')]}),
('what is the price of cup?', {'entities': [(21, 24, 'PrdName')]}),
('what is the price of jug?', {'entities': [(21, 24, 'PrdName')]}),
('what is the price of plate?', {'entities': [(21, 26, 'PrdName')]}),
('what is the price of glass?', {'entities': [(21, 26, 'PrdName')]}),
('what is the price of watch?', {'entities': [(21, 26, 'PrdName')]})]