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summarization x

399 search results found

Haystack ⭐ 12,474

🔍 LLM orchestration framework to build customizable, production-ready LLM applications. Connect components (models, vector DBs, file converters) to pipelines or agents that can interact with your data. With advanced retrieval methods, it's best suited for building RAG, question answering, semantic search or conversational agent chatbots.

Module for automatic summarization of text documents and HTML pages.

Pytextrank ⭐ 2,092

Python implementation of TextRank algorithms ("textgraphs") for phrase extraction

Rl4lms ⭐ 1,911

A modular RL library to fine-tune language models to human preferences

Pegasus ⭐ 1,523

Sotawhat ⭐ 1,280

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

Awesome Text Summarization ⭐ 1,179

The guide to tackle with the Text Summarization

Bert Extractive Summarizer ⭐ 1,096

Easy to use extractive text summarization with BERT

Pointer_summarizer ⭐ 859

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

Textrank ⭐ 836

TextRank implementation for Python 3.

Textrank ⭐ 687

Python implementation of TextRank algorithm for automatic keyword extraction and summarization using Levenshtein distance as relation between text units. This project is based on the paper "TextRank: Bringing Order into Text" by Rada Mihalcea and Paul Tarau. https://web.eecs.umich.edu/~mihalcea/papers/mihalc

Scitldr ⭐ 631

Dr Doc Search ⭐ 597

Converse with book - Built with GPT-3

Fastrag ⭐ 591

Efficient Retrieval Augmentation and Generation Framework

Text Summarization Tensorflow ⭐ 586

Tensorflow seq2seq Implementation of Text Summarization.

Llm Finetuning Hub ⭐ 556

Repository that contains LLM fine-tuning and deployment scripts along with our research findings.

Sumeval ⭐ 542

Well tested & Multi-language evaluation framework for text summarization.

An Analysis Toolkit for Natural Language Generation (Translation, Captioning, Summarization, etc.)

Bigbird ⭐ 433

Transformers for Longer Sequences

Infomate.club ⭐ 414

RSS feed aggregator with collections and NLP article summarization

Abstractive Summarization With Transfer Learning ⭐ 387

Abstractive summarisation using Bert as encoder and Transformer Decoder

Cnn Dailymail ⭐ 381

Code to obtain the CNN / Daily Mail dataset (non-anonymized) for summarization

Tensorflow Summarization ⭐ 380

Matchsum ⭐ 375

Code for ACL 2020 paper: "Extractive Summarization as Text Matching"

Fastseq ⭐ 373

An efficient implementation of the popular sequence models for text generation, summarization, and translation tasks. https://arxiv.org/pdf/2106.04718.pdf

Transformersum ⭐ 362

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

Pytorch Vsumm Reinforce ⭐ 342

Unsupervised video summarization with deep reinforcement learning. AAAI'18.

Transformer Pointer Generator ⭐ 314

A Abstractive Summarization Implementation with Transformer and Pointer-generator

Simplet5 ⭐ 305

simpleT5 is built on top of PyTorch-lightning⚡️ and Transformers🤗 that lets you quickly train your T5 models.

Summeval ⭐ 285

Resources for the "SummEval: Re-evaluating Summarization Evaluation" paper

Neural Summary Tensorflow ⭐ 276

Nlg Yongzhuo ⭐ 273

中文文本生成（NLG）之文本摘要（text summarization）工具包, 语料数据(corpus data), 抽取式摘要 Extractive text summary of Lead3、keyword、textrank、text teaser、word significance、LDA、LSI、NMF。（graph，feature，topic model，summarize tool or tookit）

How To Use Transformers ⭐ 271

Transformers 库快速入门教程

Text2text ⭐ 268

Text2Text: Crosslingual NLP/G toolkit

Seq2seq Summarizer ⭐ 259

Pointer-generator reinforced seq2seq summarization in PyTorch

Long Summarization ⭐ 255

Resources for the NAACL 2018 paper "A Discourse-Aware Attention Model for Abstractive Summarization of Long Documents"

Wikihow Dataset ⭐ 250

A Large Scale Text Summarization Dataset

Keras Text Summarization ⭐ 243

Text summarization using seq2seq in Keras

Videodigest ⭐ 243

Automatic video summaries

Multi News ⭐ 235

Large-scale multi-document summarization dataset and code

Refresh ⭐ 230

Ranking Sentences for Extractive Summarization with Reinforcement Learning

Entity Recognition In Resumes Spacy ⭐ 223

Automatic Summarization of Resumes with NER -> Evaluate resumes at a glance through Named Entity Recognition

Naturalcc ⭐ 220

NaturalCC: An Open-Source Toolkit for Code Intelligence

Adversarial_video_summary ⭐ 216

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

Global Encoding ⭐ 215

Global Encoding for Abstractive Summarization (ACL 2018)

Summarize ⭐ 210

A python library for simple text summarization

Neural Summ Cnndm Pytorch ⭐ 194

Neural abstractive summarization (seq2seq + copy (or pointer network) + coverage) in pytorch on CNN/Daily Mail

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

Kobart Summarization ⭐ 173

Summarization module based on KoBART

Aoc Mgz ⭐ 170

Age of Empires II recorded game parsing and summarization in Python 3.

Visions ⭐ 166

Type System for Data Analysis in Python

Emnlp19 Moverscore ⭐ 164

MoverScore: Text Generation Evaluating with Contextualized Embeddings and Earth Mover Distance

Text Summarizer Pytorch ⭐ 161

Pytorch implementation of "A Deep Reinforced Model for Abstractive Summarization" paper and pointer generator network

Pyrouge ⭐ 155

A Python wrapper for the ROUGE summarization evaluation package

Deep News Summarization ⭐ 152

News summarization using sequence to sequence model with attention in TensorFlow.

Text Summarizer ⭐ 152

Understand Text Summarization and create your own summarizer in python

Pythonrouge ⭐ 142

Python wrapper for evaluating summarization quality by ROUGE package

Summarus ⭐ 140

Models for automatic abstractive summarization

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

Pyrouge ⭐ 135

An interface to and, in time, a Python reimplementation of the ROUGE package for evaluating summarization

Transummar ⭐ 133

Transformer for abstractive summarization on cnn/daily-mail and gigawords

Chinese Text Generation/中文文本生成,诗词曲联生成、歌词生成、现代诗生成、问题扩增、自动摘要、文言文翻

Deep Summarization ⭐ 126

Uses Recurrent Neural Network (LSTM/GRU/basic_RNN units) for summarization of amazon reviews

Lecture Summarizer ⭐ 126

Lecture summarization with BERT

How2 Dataset ⭐ 125

This repository contains code and metadata of How2 dataset

Bert Summarization ⭐ 118

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

Hiersumm ⭐ 116

Code for paper Hierarchical Transformers for Multi-Document Summarization in ACL2019

Python Meta-Feature Extractor package.

📝 Abstractive Summarization of Reddit Posts with Multi-level Memory Networks. In NAACL-HLT, 2019 (oral).

Recipe Summarization ⭐ 114

Sequence to sequence recipe summarization

Vsumm Reinforce ⭐ 110

AAAI 2018 - Unsupervised video summarization with deep reinforcement learning (Theano)

Unified Summarization ⭐ 108

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

Neuralcodesum ⭐ 103

Official implementation of our work, A Transformer-based Approach for Source Code Summarization [ACL 2020].

Factsumm ⭐ 102

FactSumm: Factual Consistency Scorer for Abstractive Summarization

Text Summarizer ⭐ 101

Python Framework for Extractive Text Summarization

Nlp_toolkit ⭐ 101

Library of state-of-the-art models (PyTorch) for NLP tasks

Ctrl Sum ⭐ 100

Resources for the "CTRLsum: Towards Generic Controllable Text Summarization" paper

Unsupervised Extractive Summarization based on Position-Augmented Centrality

Bulk summarization of documents using ChatGPT API

자연어 처리와 텍스트 분석을 위한 오픈소스 파이썬 라이브러리 입니다.

2021 Dialogue Summary Competition ⭐ 92

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

An extractive neural network text summarization library for the EMNLP 2018 paper "Content Selection in Deep Learning Models of Summarization" (https://arxiv.org/abs/1810.12343).

Sacrerouge ⭐ 87

SacreROUGE is a library dedicated to the use and development of text generation evaluation metrics with an emphasis on summarization.

Textsum Gan ⭐ 85

Tensorflow re-implementation of GAN for text summarization

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

Ccnp Enterprise ⭐ 83

Courses for the CCNP ENCOR 350-401 exam

Sadedegel ⭐ 81

A General Purpose NLP library for Turkish

DSNet: A Flexible Detect-to-Summarize Network for Video Summarization

Source code for the NAACL 2019 paper "SEQ^3: Differentiable Sequence-to-Sequence-to-Sequence Autoencoder for Unsupervised Abstractive Sentence Compression"

Resources for the "Evaluating the Factual Consistency of Abstractive Text Summarization" paper

Bytecup2018 ⭐ 76

Byte Cup 2018 International Machine Learning Contest (3rd prize)

Leafnats ⭐ 75

Learning Framework for Neural Abstractive Text Summarization

Focusseq2seq ⭐ 75

[EMNLP 2019] Mixture Content Selection for Diverse Sequence Generation (Question Generation / Abstract Summarization)

Multi-document summarization tool relying on ILP and sentence fusion

Summarizers ⭐ 72

Package for controllable summarization

PyTorch implementation of the ACCV 2018-AIU2018 paper Video Summarization with Attention

Shorten.tv ⭐ 71

Python video summarization. Visit the public API at -- www.shorten.tv (EDIT: The domain expired and youtube blocked it ..)

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