Lemmatization is the process of grouping together the inflected forms of a word so they can be analysed as a single item, identified by the word's lemma, or dictionary form. Unlike stemming, lemmatization outputs word units that are still valid linguistic forms.

In modern natural language processing (NLP), this task is often indirectly tackled by more complex systems encompassing a whole processing pipeline. However, it appears that there is no straightforward way to address lemmatization in Python although this task is useful in information retrieval and natural language processing.

Simplemma provides a simple and multilingual approach to look for base forms or lemmata. It may not be as powerful as full-fledged solutions but it is generic, easy to install and straightforward to use. In particular, it doesn't need morphosyntactic information and can process a raw series of tokens or even a text with its built-in (simple) tokenizer. By design it should be reasonably fast and work in a

Programming language: Python
License: MIT License
Latest version: v0.5.0

Simplemma alternatives and similar packages

Based on the "Natural Language Processing" category.
Alternatively, view simplemma alternatives based on common mentions on social networks and blogs.

  • funNLP

    中英文敏感词、语言检测、中外手机/电话归属地/运营商查询、名字推断性别、手机号抽取、身份证抽取、邮箱抽取、中日文人名库、中文缩写库、拆字词典、词汇情感值、停用词、反动词表、暴恐词表、繁简体转换、英文模拟中文发音、汪峰歌词生成器、职业名称词库、同义词库、反义词库、否定词库、汽车品牌词库、汽车零件词库、连续英文切割、各种中文词向量、公司名字大全、古诗词库、IT词库、财经词库、成语词库、地名词库、历史名人词库、诗词词库、医学词库、饮食词库、法律词库、汽车词库、动物词库、中文聊天语料、中文谣言数据、百度中文问答数据集、句子相似度匹配算法集合、bert资源、文本生成&摘要相关工具、cocoNLP信息抽取工具、国内电话号码正则匹配、清华大学XLORE:中英文跨语言百科知识图谱、清华大学人工智能技术系列报告、自然语言生成、NLU太难了系列、自动对联数据及机器人、用户名黑名单列表、罪名法务名词及分类模型、微信公众号语料、cs224n深度学习自然语言处理课程、中文手写汉字识别、中文自然语言处理 语料/数据集、变量命名神器、分词语料库+代码、任务型对话英文数据集、ASR 语音数据集 + 基于深度学习的中文语音识别系统、笑声检测器、Microsoft多语言数字/单位/如日期时间识别包、中华新华字典数据库及api(包括常用歇后语、成语、词语和汉字)、文档图谱自动生成、SpaCy 中文模型、Common Voice语音识别数据集新版、神经网络关系抽取、基于bert的命名实体识别、关键词(Keyphrase)抽取包pke、基于医疗领域知识图谱的问答系统、基于依存句法与语义角色标注的事件三元组抽取、依存句法分析4万句高质量标注数据、cnocr:用来做中文OCR的Python3包、中文人物关系知识图谱项目、中文nlp竞赛项目及代码汇总、中文字符数据、speech-aligner: 从“人声语音”及其“语言文本”产生音素级别时间对齐标注的工具、AmpliGraph: 知识图谱表示学习(Python)库:知识图谱概念链接预测、Scattertext 文本可视化(python)、语言/知识表示工具:BERT & ERNIE、中文对比英文自然语言处理NLP的区别综述、Synonyms中文近义词工具包、HarvestText领域自适应文本挖掘工具(新词发现-情感分析-实体链接等)、word2word:(Py
  • Jieba

  • Scout APM allows you to find and fix performance issues with no hassle. Now with error monitoring and external services monitoring, Scout is a developer's best friend when it comes to application development.
  • spaCy

    💫 Industrial-strength Natural Language Processing (NLP) in Python
  • NLTK

    NLTK Source
  • Pattern

    Web mining module for Python, with tools for scraping, natural language processing, machine learning, network analysis and visualization.
  • TextBlob

    Simple, Pythonic, text processing--Sentiment analysis, part-of-speech tagging, noun phrase extraction, translation, and more.
  • SnowNLP

    Python library for processing Chinese text
  • pytext

    A natural language modeling framework based on PyTorch
  • Stanza

    Official Stanford NLP Python Library for Many Human Languages
  • pkuseg-python

    pkuseg多领域中文分词工具; The pkuseg toolkit for multi-domain Chinese word segmentation
  • polyglot

    Multilingual text (NLP) processing toolkit
  • PyTorch-NLP

    Basic Utilities for PyTorch Natural Language Processing (NLP)
  • langid.py

    Stand-alone language identification system
  • textacy

    NLP, before and after spaCy
  • quepy

    A python framework to transform natural language questions to queries in a database query language.
  • IEPY

    Information Extraction in Python
  • TextGrocery

    A simple short-text classification tool based on LibLinear
  • Lineflow

    :zap:A Lightweight NLP Data Loader for All Deep Learning Frameworks in Python
  • stanfordnlp

    [Deprecated] This library has been renamed to "Stanza". Latest development at: https://github.com/stanfordnlp/stanza
  • pntl

    Practical Natural Language Processing Tools for Humans is build on the top of Senna Natural Language Processing (NLP) predictions: part-of-speech (POS) tags, chunking (CHK), name entity recognition (NER), semantic role labeling (SRL) and syntactic parsing (PSG) with skip-gram all in Python and still more features will be added. The website give is for downlarding Senna tool
  • py3langid

    Faster, modernized fork of the language identification tool langid.py

Do you think we are missing an alternative of Simplemma or a related project?

Add another 'Natural Language Processing' Package