extractive-summarization

There are 10 repositories under extractive-summarization topic.

• dmmiller612 / bert-extractive-summarizer

  Easy to use extractive text summarization with BERT

  bertcoreferenceextractive-summarizationpytorch
  Language:Python 1354
• TransformerSum

  HHousen / TransformerSum

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

  automatic-summarizationmachine-learningextractive-summarizationbertrobertadistilbertalbertsummarizationtransformer-modelspytorch-lightningsummarization-datasettext-summarization
  Language:Python 425

• hpzhao / SummaRuNNer

  The PyTorch Implementation of SummaRuNNer

  extractive-summarizationsummarypytorchsummarunnerpytorch-implmention
  Language:Python 254

• Hellisotherpeople / CX_DB8

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

  universal-sentence-encodersummarizersummarizationextractive-summarizationtoken-level-summarizationsemantic-summarizationcontextual-summarizationdebate-evidenceflairpythonembeddingscudasemantic-search
  Language:Python 221

• dmmiller612 / lecture-summarizer

  Lecture summarization with BERT

  bertbert-modelextractive-summarizationflaskpytorchsummarization
  Language:Python 146

• Santosh-Gupta / ScientificSummarizationDataSets

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

  summarizationbertsumtransformerbertextractive-summarizationdatasettensor2tensorpointer-generator
  Language:Jupyter Notebook 114

• luopeixiang / awesome-text-summarization

  Text summarization starting from scratch.

  text-summarizationnlpdeep-learningtext-miningpapers-collectionextractive-summarizationabstractive-summarizationsentence-compression
  94

• aj-naik / Text-Summarization

  Abstractive and Extractive Text summarization using Transformers.

  text-summarizationtransformerspegasusflaskfastapiapixlnetstreamlitabstractive-summarizationextractive-summarizationprototypepytorchawst5robertabertbartgpt2longformerled
  Language:Jupyter Notebook 84

• transitive-bullshit / text-summarization

  Automagically generates summaries from html or text.

  summarizationtextsummarysummarizeextractive-summarizationextractive-text-summarization
  Language:JavaScript 63

• OpenSUM / CPSUM

  Code and Data Repo for COLING'22 paper "Noise-injected Consistency Training and Entropy-constrained Pseudo Labeling for Semi-supervised Extractive Summarization"

  extractive-summarizationnlpsemi-supervised-learning
  Language:Python 57

• nianlonggu / MemSum

  Code for ACL 2022 paper on the topic of long document summarization: MemSum: Extractive Summarization of Long Documents Using Multi-Step Episodic Markov Decision Processes

  extractive-summarizationlong-document-summarizationacl2022reinforcement-learningmemsumnlppytorch
  Language:Jupyter Notebook 43

• pocheyeniu / SummaRuNNer

  Tensorflow implementation of SummaRuNNer

  extractive-summarizationsummarytensorflowsummarunner
  Language:Python 42

• JetBrains-Research / pubtrends-review

  Automatic generation of reviews of scientific papers

  deep-learningnatural-language-processingpubmedextractive-summarization
  Language:Jupyter Notebook 29

• codequipo / TheDailyNews

  Source based extractive summarizer web-app and chatbot.

  mernsummarizationnltkflaskpythonmongodbreactjssumbasicextractive-text-summarizationextractive-summarizationnodejsjsonwebtokenreact-bootstrapdialogflowheroku-deploymentchatbot
  Language:JavaScript 28

• kromme / Teams-Notetaker

  Let AI create the notes of your Teams Meeting

  teamssummarizerspeech-recognitionextractive-summarizationgoogle-speech-to-textmicrosoft-teams
  Language:Python 25

• vgupta123 / sumpubmed

  SUMPUBMED: Summarization Dataset of PubMed Scientific Article

  nlpmachine-learningsummarizationresourcesdatasetabstractive-summarizationextractive-summarizationrougescientificpubmedbiomedicalpreprocessing
  25

• tm4roon / use-cases-of-bert

  Use-cases of Hugging Face's BERT (e.g. paraphrase generation, unsupervised extractive summarization).

  bert-modelextractive-summarizationlexical-substitutionnlp-machine-learningparaphrase-generation
  Language:Jupyter Notebook 21
• pithy

  ckoshka / pithy

  Ultra-fast, spookily accurate text summarizer that works on any language

  summarizationsummarisenlprusttextextractive-summarization
  Language:Rust 18

• metalaman / Scripts-for-extractive-summarization

  Scripts for an upcoming blog "Extractive vs. Abstractive Summarization" for RaRe Technologies.

  text-summarizationextractive-text-summarizationextractive-summarizationgensimsumylsapyteaserrouge-evaluationbleu-score
  Language:Jupyter Notebook 13

• acatovic / textrank

  Simple and clean Python implementation of TextRank as per seminal paper by Rada Mihalcea and Paul Tarau. This implementation performs both keyword extraction as well as text summarization.

  textrankextractive-summarizationsummarizationkeyword-extractionpageranktextrank-python
  Language:Python 11

• JuJu2181 / Automatic-Nepali-Speech-Recognition-and-Summarizer

  A system capable of converting Nepali speech to text and generate summary of text

  abstractive-summarizationdeep-learningextractive-summarizationmachine-learningnepalinepali-nlppythonspeech-recognitionwav2vec2cnn-resnet-bilstmnepali-speechnepali-summary
  Language:Jupyter Notebook 11

• Tixierae / gow_tools

  Functions for creating and analyzing word co-occurrence networks in Python and R

  nlpgraphsnetworkstext-miningnetwork-analysisgraph-miningigraphpythonrkeyword-extractionextractive-summarization
  Language:R 11

• caomanhhaipt / Extractive-Multi-document-Summarization

  Extractive Multi-document Summarization

  extractive-summarizationmulti-document-summarizationpythonmachine-learningcentroidsentence-positionsmmr
  Language:Perl 9

• HHousen / ArXiv-PubMed-Sum

  A script to process the ArXiv-PubMed dataset.

  pythonextractive-summarizationextractive-text-summarizationautomatic-summarizationmachine-learning
  Language:Python 9

• ianarawjo / chatgpt-extractive-shortener

  Shortens a paragraph of text with ChatGPT, using successive rounds of word-level extractive summarization.

  chatgptediting-supportextractive-summarizationnlpshortener
  Language:Python 9

• morningmoni / FAR

  Facet-Aware Evaluation for Extractive Summarization, ACL 2020

  text-summarizationevaluation-metricsextractive-summarization
  Language:Jupyter Notebook 9

• SC4RECOIN / BERT-summarizer

  Text Summarization with Pretrained Encoders

  abstractive-summarizationbertencoderextractive-summarizationflaskpretrainedpytorchsummarizationtext-summarizationtorchtransformers
  Language:Python 9

• talha1503 / Extractive_Text_Summarization

  Extractive text summarization using various algorithms

  summarizationnltktext-ranksumbasicextractive-summarizationauto-summarization
  Language:Jupyter Notebook 9

• FeiSun / Pointer4Summ

  Pointer network for extractive summarization

  extractive-summarizationpointer-networks
  Language:Python 8

• Murgio / TextRank-Directed-Graph

  unsupervised graph-based ranking model

  summarizationextractive-summarizationnatural-language-processingword-embeddingsmachine-learningpython3
  Language:Jupyter Notebook 8

• NeelKanwal / Attention-based-clinical-note-summarization

  A new approach to extract clinical summaries from discharge notes

  attention-mechanismclinical-notesextractive-summarizationlanguage-modelsmimic-iiisummarization
  Language:Jupyter Notebook 8

• aashay15 / Extractive-Video-Text-Summarizer

  Simple Extractive Text Summarization using SpaCy, using a frequency model

  text-summarizationvideo-summarizationextractive-text-summarizationextractive-summarizationspacy-nlprelevant-content-suggestion
  Language:Python 7

• amr4i / Query-Biased-Multi-Document-Abstractive-Summarisation

  Implementation for multi-document query-based abstractive summarisation

  document-summarizationsummarizationquery-biasldaindexingretrievaltexttilinglsaextractive-summarizationabstractive-summarization
  Language:q 7

• azinit / rezak-summarizator

  Rezak - сокращатель текста

  extractive-summarizationabstractive-summarizationpython3text-summarizationchrome-extension-reactredux-persistgensimpytldrtextranksumysummaflask-restfulnatural-language-processing
  Language:TypeScript 6

• munas-git / text-summarization-webapp

  Extractive, Abstractive text/document summarizing system with Flask, capable of suggesting topics, detecting language, summary download and text-to-speech.

  flasknlppythonsummarizationcsshtmljavascriptlanguage-detectionlanguage-processingtopic-modelingabstractive-summarizationextractive-summarizationnatural-language-processingnatural-language-understandingopen-sourceopensourceopensource-projectsopensourcedesigngpt-3openai
  Language:CSS 5

• RahulJ15 / image-pdf-ocr-translation-app

  This project is a versatile Optical Character Recognition (OCR) and translation tool designed to process both images and PDF documents and leveraging NLP to translate the text into different languages and give users an option to summarize the contents of a document in their prefered language

  apiimage-processingocr-recognitiontranslationeasyocrextractive-summarizationgoogle-translate-apisummarizationtf-idf
  Language:Python 5