This content originally appeared on DEV Community and was authored by Somnath Pan
Hey there! I am thrilled to share my new project LexioJS,
A simple lightweight library,which allows you to perform NLP tasks,such as:
- tokenization
- stop word removal
- NER
- stemming
- lemmatization
- sentiment analysis
introduction
LexioJS is a very fast,simple & lightweight(~7.60 kb minified) NLP library,which allows you to perform all the basic NLP tasks.
features
- tokenization
- stop word removal
- NER
- stemming
- lemmatization
- sentiment analysis
getting started with LexioJS
Including LexioJS in your project using a CDN:
<script src="[https://cdn.jsdelivr.net/gh/SomnathDevPro/LexioJS@main/src/lexio.min.js]"></script>
You can refer to LexioJS docs for tutorials:
Documentation
GitHub repository
Use cases
- Text Preprocessing
- Sentiment Analysis
- developing small ChatBots & virtual assistants
Drawbacks & Limitations
Although I've tried to build a comprehensive library,it has some limitations:
- limited features: I have provided basic functionalities for NLP tasks,but it's important to note,that it lacks some other complex features such as POS tagging,dependency Parsing & ML integration.
-Currently Lexio only supports English language processing.
-sentiment analysis model may struggle with sarcasm & nuanced text.
I plan to address these limitations in future updates.
This content originally appeared on DEV Community and was authored by Somnath Pan
Somnath Pan | Sciencx (2024-10-07T07:18:47+00:00) I made LexioJS: a NLP library built in VanillaJS. Retrieved from https://www.scien.cx/2024/10/07/i-made-lexiojs-a-nlp-library-built-in-vanillajs/
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