spaCy NLP Summarization NLP Tools

Tools and implementations for text summarization using spaCy library and traditional NLP techniques (TF-IDF, frequency-based, word embeddings). Does NOT include transformer models, deep learning approaches, or summarization applications with UI/deployment focus.

There are 36 spacy nlp summarization tools tracked. 1 score above 50 (established tier). The highest-rated is Amey-Thakur/TEXT-SUMMARIZER at 50/100 with 39 stars.

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#	Tool	Score	Tier	Stars	Language
1	Amey-Thakur/TEXT-SUMMARIZER Machine Learning Project to Compare and Evaluate Text Summarization...	50	Established	39	HTML
2	akashp1712/nlp-akash Natural Language Processing notes and implementations.	46	Emerging	74	Python
3	Chintan2108/Text-Classification-and-Context-Mining-for-Document-Summarization Automnomously attempting a categorical summarization of a sparse,...	35	Emerging	7	Python
4	fahmisalman/Simple-News-Summarization Simple news summarization	35	Emerging	7	Jupyter Notebook
5	mihirsam/Information-Extraction-using-CNN Extract the summary from the given text using Convolution Neural Network	35	Emerging	8	Jupyter Notebook
6	minasmz/Persian-Summarization Statistical and Semantical Text Summarizer in Persian Language	34	Emerging	61	Python
7	kharazi/moujez Persian Text Summarization Agent	34	Emerging	68	JavaScript
8	VintageGold/Text_Summarization Tele-mental NLP Analysis - UMBC Master's in Data Science Data690 - Conduct...	33	Emerging	2	Jupyter Notebook
9	theQuert/Knowledge-Updating-System Full-Text Level Knowledge Updating System	32	Emerging	3	Jupyter Notebook
10	bloomberg/entsum Open Source / ENTSUM: A Data Set for Entity-Centric Extractive Summarization	29	Experimental	29	Jupyter Notebook
11	pradeepdev-1995/Text-summarization-natural-language-processing Text summarization refers to the technique of shortening long pieces of...	28	Experimental	10	Jupyter Notebook
12	Geo-y20/Text-Summarization-in-Arabic This project was developed as part of the AIC Competition sponsored by MTC...	27	Experimental	9	Jupyter Notebook
13	musstafa08-bug/Text-Summarizer Text summarization is the problem of creating a short, accurate, and fluent...	25	Experimental	5	Jupyter Notebook
14	akshayakp97/TL-DR An end-to-end event extraction and summarization system.	22	Experimental	22	Jupyter Notebook
15	jointhedragons/NLP-Text-Summarization program that takes a text and gives a summary on the content.	22	Experimental	6	Python
16	unicamp-dl/corpus2question Using questions to summarize large amounts of textual data.	22	Experimental	25	Jupyter Notebook
17	Ekanth-Sai/Text-Summarization-and-information-extraction This project focuses on developing advanced algorithms for automatic text...	21	Experimental	1	Python
18	colombomf/text-summarizer Python scripte for text summarization using NLTK	21	Experimental	7	Jupyter Notebook
19	Mozeel-V/wordnet-summarization An extractive text summarization system that leverages WordNet's semantic...	19	Experimental	—	Python
20	BaohaoLiao/NLP-reproduction Offer straightforward guidance to reproduce the results of NLP papers.	19	Experimental	3	Python
21	linto-ai/linto-platform-nlp-extractive-summarization LinTO's NLP service: Extractive Summarization	19	Experimental	4	Python
22	masoudshahrian/NLP-Code About Statistical and Semantical Text Summarizer in Persian Language	18	Experimental	2	Jupyter Notebook
23	Pavansomisetty21/NLP-Tasks-using-spaCy we implement nlp tasks like Text summarization , named entity Recognition...	18	Experimental	2	Jupyter Notebook
24	getcoder-top/Data-Abstraction-Using-MLProject Data Abstraction and Text Summerisatioon Using NLP	18	Experimental	2	Python
25	arpitkumar2004/Text-Summarizer-Project This project is an end-to-end deep learning-based text summarization system...	18	Experimental	1	Jupyter Notebook
26	2HR3Y/Text-Summarization-Using-NLP "Text Summarization Using NLP" is a Python repo employing spaCy for concise...	17	Experimental	1	Jupyter Notebook
27	BairagiSaurabh/Summarization-of-Reviews Product Review Summarization	12	Experimental	2	Jupyter Notebook
28	jaisidhsingh/Cluster-Summarization-NLP A tool for summarising large articles by chunking text into semantically...	11	Experimental	3	Python
29	khushwant18/Adversarial_autoencoder_text_summarizer Adversarial Autoencoder based text summarizer and comparison of frequency...	11	Experimental	3	Jupyter Notebook
30	Pratik94229/Washington-Post-Newspaper-Auto-Summarization This project focuses on automatically generating summaries for news articles...	11	Experimental	3	Jupyter Notebook
31	mohansaidinesh/Summarization Used for the summarization of documents by using spacy library	11	Experimental	4	Jupyter Notebook
32	ShristiShrestha/Summarize-Mobile-App-Reviews Analyzed the Chain of Density Prompting technique for summarizing mobile...	11	Experimental	—	Jupyter Notebook
33	whykay-01/computer-networking-net2text-replication Replication of the research aimed at summarizing network forwarding state in...	11	Experimental	3	Python
34	rahul-shrivastav/NLP-text-summarizer A text summarizer application that uses LSTM-based neural network to...	11	Experimental	1	Jupyter Notebook
35	AmadeusMozartC/Topic-Modeling-Summarizer I don't feel like reading this research paper that my professor has us doing...	10	Experimental	2	Jupyter Notebook
36	ApoorvTyagi/Text-Summariser Summarize the paragraphs	10	Experimental	2	Jupyter Notebook

Comparisons in this category

TEXT-SUMMARIZER and Text-Summarization-and-information-extraction (50 vs 21)