Models to perform neural summarization (extractive and abstractive) using machine learning transformers and a tool to convert abstractive summarization datasets to the extractive task.

machine-learning text-summarization summarization albert extractive-summarization automatic-summarization bert roberta transformer-models pytorch-lightning distilbert summarization-dataset

• Updated May 26, 2025
• Python

The purpose of this repository is to make prototypes as case study in the context of proof of concept(PoC) and research and development(R&D) that I have written in my website. The main research topics are Auto-Encoders in relation to the representation learning, the statistical machine learning for energy-based models, adversarial generation net…

reinforcement-learning deep-learning deep-reinforcement-learning q-learning lstm generative-adversarial-network semi-supervised-learning restricted-boltzmann-machine transfer-learning simulated-annealing deep-q-network automatic-summarization combinatorial-optimization quantum-monte-carlo auto-encoder quantum-annealing energy-based-model self-supervised-learning multi-agent-reinforcement-learning

• Updated Dec 26, 2023
• Python

Machine learning models to automatically summarise scientific papers

python machine-learning natural-language-processing automatic-summarization scientific-papers

• Updated Dec 7, 2022
• Python

A tool to automatically summarize documents abstractively using the BART or PreSumm Machine Learning Model.

python nlp pdf machine-learning xml transformers bart text-summarization summarization xml-parser automatic-summarization abstractive-text-summarization abstractive-summarization

• Updated Nov 23, 2020
• Python

AI Text Summarization with Transformers and Rule-Based NLP 2026

nlp deep-learning pytorch transformer bart tf-idf datasets trainer automatic-summarization kmeans-clustering

• Updated Nov 12, 2026
• HTML

Advanced Transformer Summarization Suite: Abstract & Extractive AI Models 2026

nlp deep-learning pytorch transformer bart tf-idf datasets trainer automatic-summarization kmeans-clustering

• Updated Nov 12, 2026
• HTML

Python implementation of AutoPlait (SIGMOD'14) without smoothing algorithm. NOTE: This repository is for my personal use.

time-series clustering automatic-summarization timeseries-segmentation

• Updated Feb 20, 2021
• Roff

微博自动摘要系统 Chinese Microblog Automatic Summary System

nlp flask textrank weibo tf-idf automatic-summarization hybird hybird-tf-idf

• Updated Apr 4, 2019
• JavaScript

The Internet plays an increasingly important part in our daily lives as a source of written content for news and leisure. Yet it is tedious and difficult to sort through this staggering flow of information and stay updated with changes in our world, even using automated tools. Reading magazines and newspapers is too time-consuming, and there is …

javascript nlp machine-learning natural-language-processing react-native text-classification machine-translation recommendation-system profiling automatic-summarization

• Updated Jan 1, 2019
• JavaScript

Tool to extracts the text from a web article urls and get frequency words, entities recognition, automatic summary and more

nlp nltk automatic-summarization content-extraction semantic-analysis sentence-extraction entity-recognition

• Updated Jan 15, 2019
• Python

This repository contains the implementation of a Transformer-based model for abstractive text summarization and a rule-based approach for extractive text summarization.

deep-learning bart text-summarization automatic-summarization pytorch-nlp transformer-models summarization-dataset

• Updated Jul 21, 2024
• Jupyter Notebook

Automatic summarisation of Medicines's Description

data-science machine-learning text-mining data-mining deep-learning pandas-dataframe machine-learning-algorithms jupyter-notebook text-summarization summarization python-3 automatic-summarization tokenization text-summarizer text-summarisation nltk-python

• Updated Jul 31, 2020
• Jupyter Notebook

A script to process the ArXiv-PubMed dataset.

python machine-learning extractive-summarization automatic-summarization extractive-text-summarization

• Updated May 26, 2025
• Python

Bridging Video Content and Comments: Synchronized Video Description with Temporal Summarization of Crowdsourced Time-Sync Comments

video paper tsc automatic-summarization sync-comments

• Updated Feb 22, 2018
• Python

MOTS (MOdular Tool for Summarization) is a summarization system, written in Java. It is as modular as possible, and is intended to provide an architecture to implement and test new summarization methods, as well as to ease comparison with already implemented methods, in an unified framework.

java modular automatic-summarization

• Updated Feb 26, 2022
• Java

Content Summary Generator

information-retrieval text-mining data-mining gui information-extraction summarization text-processing unsupervised-learning automatic-summarization algortihm

• Updated Aug 17, 2017
• Python

LinTO's NLP service: Extractive Summarization

nlp nlp-machine-learning extractive-summarization automatic-summarization extractive-text-summarization automatic-summarisation

• Updated Jun 14, 2023
• Python

This AI-Powered News Portal, built on Django, generates live news articles on trending topics. Leveraging AI technology, the portal fetches live data from Google Trends to ensure real-time updates. The platform can be expanded to develop a comprehensive AI-powered news ecosystem.

intelligence django news ai news-feed artificial-intelligence automatic-summarization google-trends generative-ai news-generation

• Updated Jan 8, 2025
• HTML

Data collection and resulting timelines for the paper Summarize Dates First: A Paradigm Shift in Timeline Summarization published at SIGIR 2021

text-summarization automatic-summarization timeline-summarization

• Updated Jul 15, 2021

GROUP 4. This repository contains the implementation of a Transformer-based model for abstractive text summarization and a rule-based approach for extractive text summarization.

nlp deep-learning pytorch transformer bart tf-idf datasets trainer automatic-summarization kmeans-clustering

• Updated Jul 17, 2024
• Jupyter Notebook