Gensim是用于主题和向量空间建模、文档相似性的包。Patternlibrary的主要任务是作为网络挖掘模块。因此,它仅将自然语言处理(NLP)作为辅助任务。Polyglot是NLP领域的另一个Python包。虽然它不是很流行,但也可以用于广泛的NLP任务。为了使比较更加生动,我们准备了一张表格,展示了这些库的优缺点。结论 在本文中,我们比较了
深度学习自然语言处理时代,斯坦福大学自然语言处理组开发了一个纯Python版本的深度学习NLP工具包:Stanza - A Python NLP Library for Many Human Languages,前段时间,Stanza v1.0.0 版本正式发布,算是一个里程碑: Stanza 是一个纯Python实现的自然语言处理工具包,这个区别于斯坦福大学自然语言处理组之前一直维护的Java...
This library is revolves around three core classes: a NIFContext is a document (a string); a NIFPhrase is the annotation of a snippet of text (usually a phrase) in a document; a NIFCollection is a set of documents, which constitutes a collection. In NIF, each of these objects is iden...
Stanford NLP Python library for tokenization, sentence segmentation, NER, and parsing of many human languages - stanfordnlp/stanza
深度学习自然语言处理时代,斯坦福大学自然语言处理组开发了一个纯Python版本的深度学习NLP工具包:Stanza - A Python NLP Library for Many Human Languages,前段时间,Stanza v1.0.0 版本正式发布,算是一个里程碑: Stanza是一个纯Python实现的自然语言处理工具包,这个区别于斯坦福大学自然语言处理组之前一直维护的Java...
This handy NLP libraryprovides developers with awide range of algorithms for building machine-learning models.It offers many functions for thebag-of-words method of creating features to tackle text classification problems.The strength of this library is theintuitive class methods. ...
from allennlp.predictors.predictor import Predictor # 加载命名实体识别模型 predictor = Predictor.from_path("https://storage.googleapis.com/allennlp-public-models/ner-model-2020.02.10.tar.gz") # 文本命名实体识别示例 text = "AllenNLP is a powerful library for NLP tasks." result = predictor.predict...
from nltk.tag import pos_tag from nltk.tokenize import word_tokenize text = "NLTK is a powerful library for NLP." tokens = word_tokenize(text) pos_tags = pos_tag(tokens) print("词性标注结果:", pos_tags) 输出结果: 词性标注结果: [('NLTK', 'NNP'), ('is', 'VBZ'), ('a', 'DT...
text="I love Pattern library!"sentiment_score=sentiment(text)print(f"Sentiment Score: {sentiment_score}")# 复数形式转换 word="apple"plural_word=pluralize(word)print(f"Singular: {word}")print(f"Plural: {plural_word}") 1. 2. 3.
Industrial-strength Natural Language Processing (NLP) with Python and Cython 10.spaCy 星标:17400,提交数:11628,贡献者:482 使用Python和Cython实现的工业级自然语言处理库(NLP) 11.gensim Stars: 11200, Commits: 4024, Contributors: 361 Gensim is a Python library for topic modelling, document indexing and...