Top 82 summarization open source projects

Summarization Papers

Module for automatic summarization of text documents and HTML pages.

Implementation of a seq2seq model for summarization of textual data. Demonstrated on amazon reviews, github issues and news articles.

A Python wrapper for the ROUGE summarization evaluation package

🌀 ⚡️ 🌍 TextRank (automatic text summarization) for PHP8

Unofficial PyTorch Implementation of SUM-GAN from "Unsupervised Video Summarization with Adversarial LSTM Networks" (CVPR 2017)

a contextual, biasable, word-or-sentence-or-paragraph extractive summarizer powered by the latest in text embeddings (Bert, Universal Sentence Encoder, Flair)

Large-scale multi-document summarization dataset and code

Python wrapper for evaluating summarization quality by ROUGE package

Code for the ACL 2018 paper "Neural Document Summarization by Jointly Learning to Score and Select Sentences"

Summarization, translation, sentiment-analysis, text-generation and more at blazing speed using a T5 version implemented in ONNX.

😉 🌀 🍓 TextRank implementation in Golang with extendable features (summarization, phrase extraction) and multithreading (goroutine) support (Go 1.8, 1.9, 1.10)

Calculating ROUGE score between two files (line-by-line)

🔍 Haystack is an open source NLP framework that leverages Transformer models. It enables developers to implement production-ready neural search, question answering, semantic document search and summarization for a wide range of applications.

Python implementation of TextRank for phrase extraction and summarization of text documents

Gathers machine learning and Tensorflow deep learning models for NLP problems, 1.13 < Tensorflow < 2.0

Official codes for the paper: A Unified Model for Extractive and Abstractive Summarization using Inconsistency Loss.

Papers and Book to look at when starting NLP 📚

📄 Deep Learning 中 Sentiment Analysis 論文統整與分析 😀😡☹️😭🙄🤢

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

LexRank algorithm for text summarization

Paper Lists, Notes and Slides, Focus on NLP. For summarization, please refer to https://github.com/xcfcode/Summarization-Papers

Datasets I have created for scientific summarization, and a trained BertSum model

Lecture summarization with BERT

Text summarizer for golang using LexRank

Models for automatic abstractive summarization

The repo containing the Critical Role Dungeons and Dragons Dataset.

Returns latest research results by crawling arxiv papers and summarizing abstracts. Helps you stay afloat with so many new papers everyday.

Multi-document summarization tool relying on ILP and sentence fusion

A curated list of repositories for my book Machine Learning Solutions.

LexRank for Korean.

TextRank implementation for Python 3.

Codebase for the Summary Loop paper at ACL2020

pytorch implementation of "Get To The Point: Summarization with Pointer-Generator Networks"

Automatically generate headlines to short articles

Abstractive summarisation using Bert as encoder and Transformer Decoder

Basic statistics for Julia

Pointer-generator reinforced seq2seq summarization in PyTorch

No description or website provided.

Summary Explorer is a tool to visually explore the state-of-the-art in text summarization.

Code and pretrained model for paper "Learning to Summarize Radiology Findings"

ACL 2020 Unsupervised Opinion Summarization as Copycat-Review Generation

Automatic Text Summarization with Machine Learning

SideNet: Neural Extractive Summarization with Side Information

📖 Using deep learning and scraping to analyze/summarize articles! Just drop in any URL!

Technical Pieces collected in practices

Text2Text: Cross-lingual natural language processing and generation toolkit

Official code repository for "Exploring Neural Models for Query-Focused Summarization".

TextDigester: document summarization java library

Summarizes videos into much shorter videos. Ideal for long lecture videos.

[2021 훈민정음 한국어 음성•자연어 인공지능 경진대회] 대화요약 부문 알라꿍달라꿍 팀의 대화요약 학습 및 추론 코드를 공유하기 위한 레포입니다.

A python library to compute rouge score for summarization

Gazeta: Dataset for automatic summarization of Russian news / Газета: набор данных для автоматического реферирования на русском языке

🚀🚀 Fetch, parse, categorize, summarize user reviews 🚀🚀

[NAACL2018] Entity Commonsense Representation for Neural Abstractive Summarization

A Javascript implementation of the Recall-Oriented Understudy for Gisting Evaluation (ROUGE) evaluation metric for summaries.

[AAAI2021] Unsupervised Opinion Summarization with Content Planning

non-anonymized cnn/dailymail dataset for text summarization

Code for "A Hierarchical End-to-End Model for Jointly Improving Text Summarization and Sentiment Classification" (IJCAI 2018)

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