summarization

There are 21 repositories under summarization topic.

haystack
deepset-ai / haystack
:mag: Haystack is an open source NLP framework that leverages pre-trained Transformer models. It enables developers to quickly implement production-ready semantic search, question answering, summarization and document ranking for a wide range of NLP applications.
ai bert dpr elasticsearch information-retrieval language-model machine-learning natural-language-processing neural-search nlp python pytorch question-answering search-engine semantic-search squad summarization transfer-learning transformers
Language:Python 5174
miso-belica / sumy
Module for automatic summarization of text documents and HTML pages.
python lsa textteaser html-page summarizer pagerank-algorithm reduction text-extraction html-extraction html-extractor sumy summarization summary nlp
Language:Python 2881
DerwenAI / pytextrank
Python implementation of TextRank algorithms ("textgraphs") for phrase extraction
textrank summarization natural-language-processing nlp machine-learning graph-algorithms spacy spacy-extension natural-language textgraphs python
Language:Python 1871
huseinzol05 / NLP-Models-Tensorflow
Gathers machine learning and Tensorflow deep learning models for NLP problems, 1.13 < Tensorflow < 2.0
nlp machine-learning deep-learning lstm attention lstm-seq2seq-tf neural-machine-translation optical-character-recognition dnc-seq2seq pos-tagging summarization embedded luong-api chatbot speech-to-text language-detection
Language:Jupyter Notebook 1646
chiphuyen / sotawhat
Returns latest research results by crawling arxiv papers and summarizing abstracts. Helps you stay afloat with so many new papers everyday.
arxiv python research-tool script summarization
Language:Python 1239
summanlp / textrank
TextRank implementation for Python 3.
keywords natural-language-processing nlp python summarization text-summarization textrank
Language:Python 1137
atulkum / pointer_summarizer
pytorch implementation of "Get To The Point: Summarization with Pointer-Generator Networks"
nlp deep-learning attention-mechanism summarization pointer-networks pytorch-implmention seq2seq-attn
Language:Python 821
xcfcode / Summarization-Papers
Summarization Papers
nlp summarization text-generation natural-language-processing
Language:TeX 749
udibr / headlines
Automatically generate headlines to short articles
keras nlp generation summarization rnn
Language:Jupyter Notebook 530
JuliaStats / StatsBase.jl
Basic statistics for Julia
julia statistical-models statistics summarization
Language:Julia 482
santhoshkolloju / Abstractive-Summarization-With-Transfer-Learning
Abstractive summarisation using Bert as encoder and Transformer Decoder
bert summarization abstractive-summarization abstractive-text-summarization bert-model transformer transfer-learning nlp nlg
Language:Python 382
ymfa / seq2seq-summarizer
Pointer-generator reinforced seq2seq summarization in PyTorch
pytorch seq2seq attention-mechanism pointer-network reinforcement-learning abstractive-summarization coverage-mechanism attention coverage summarizer summarization
Language:Python 345
KoBART
SKT-AI / KoBART
Korean BART
summarization language-model korean-nlp
Language:Python 342
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-summarization machine-learning extractive-summarization bert roberta distilbert albert summarization transformer-models pytorch-lightning summarization-dataset text-summarization
Language:Python 308
bheinzerling / pyrouge
A Python wrapper for the ROUGE summarization evaluation package
rouge summarization evaluation-metrics nlp
Language:Python 224
j-min / Adversarial_Video_Summary
Unofficial PyTorch Implementation of SUM-GAN from "Unsupervised Video Summarization with Adversarial LSTM Networks" (CVPR 2017)
video summarization gan vae pytorch
Language:Python 212
onnxt5
abelriboulot / onnxt5
Summarization, translation, sentiment-analysis, text-generation and more at blazing speed using a T5 version implemented in ONNX.
nlp nlp-machine-learning onnx onnxruntime transformer transformers inference summarization translation text-generation text-classification sentiment-analysis
Language:Python 204
PHP-Science / TextRank
:cyclone: :zap: :earth_africa: TextRank (automatic text summarization) for PHP7 and 8
php science textrank search algorithm summarization
Language:PHP 204
Alex-Fabbri / Multi-News
Large-scale multi-document summarization dataset and code
summarization multi-news multi-document-summarization
Language:Python 197
artitw / text2text
Text2Text: Cross-lingual natural language processing and generation toolkit
bert nlp question-generation natural-language-processing natural-language-generation data-augmentation translator cross-lingual multi-lingual question-answering transformers levenshtein-distance embeddings backtranslation search tf-idf tokenizer information-retrieval summarization
Language:Python 197
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-encoder summarizer summarization extractive-summarization token-level-summarization semantic-summarization contextual-summarization debate-evidence flair python embeddings cuda semantic-search
Language:Python 193
Shivanandroy / simpleT5
simpleT5 is built on top of PyTorch-lightning⚡️ and Transformers🤗 that lets you quickly train your T5 models.
t5 transformers summarization translation classification pytorch simplet5 finetune fine-tuning t5-model training
Language:Python 179
tagucci / pythonrouge
Python wrapper for evaluating summarization quality by ROUGE package
summarization rouge natural-language-processing document-summarization python evaluation-metrics text-summarization
Language:Perl 164
DavidBelicza / TextRank
:wink: :cyclone: :strawberry: TextRank implementation in Golang with extendable features (summarization, phrase extraction) and multithreading (goroutine).
go golang textrank summarization token sentence-classification phrase-extraction pagerank
Language:Go 160
pltrdy / files2rouge
Calculating ROUGE score between two files (line-by-line)
rouge-metric rouge summarization nlp natural-language-processing
Language:Perl 159
gyunggyung / NLP-Papers
Papers and Book to look at when starting NLP 📚
book deep-learning mnt natural-language-processing ner nlg nlp nlu paper pos qa semantic-parsing sentiment-analysis starter summarization text-categorization
154
magic282 / NeuSum
Code for the ACL 2018 paper "Neural Document Summarization by Jointly Learning to Score and Select Sentences"
natural-language-processing summarization
Language:Python 153
xcfcode / What-I-Have-Read
Paper Lists, Notes and Slides, Focus on NLP. For summarization, please refer to https://github.com/xcfcode/Summarization-Papers
nlp summarization acl emnlp aaai naacl slides presentation gnn knowledge-distillation pretrain gan non-autoregressive generation graph-neural-networks notes presentations data-augmentation meta-learning conversation
152
crabcamp / lexrank
LexRank algorithm for text summarization
lex rank lexrank algorithm text summary summarization summarizer markov-chains
Language:Python 150
IlyaGusev / summarus
Models for automatic abstractive summarization
deep-learning machine-learning nlp pytorch summarization
Language:Python 144
sushil79g / Nepali_nlp
A python based library for NLP in Nepali language
deep-learning machine-learning nepal nepali nepali-nlp nlp ocr summarization
Language:Jupyter Notebook 126
dmmiller612 / lecture-summarizer
Lecture summarization with BERT
bert bert-model summarization pytorch flask extractive-summarization
Language:Python 122
HsuWanTing / unified-summarization
Official codes for the paper: A Unified Model for Extractive and Abstractive Summarization using Inconsistency Loss.
deep-learning summarization natural-language-processing
Language:Python 122
cbaziotis / seq3
Source code for the NAACL 2019 paper "SEQ^3: Differentiable Sequence-to-Sequence-to-Sequence Autoencoder for Unsupervised Abstractive Sentence Compression"
gumbel-softmax seq2seq seq2seq2seq sentence-compression summarization abstractive-summarization autoencoder
Language:Python 121
rojagtap / abstractive_summarizer
Abstractive Text Summarization using Transformer
tensorflow deep-learning natural-language-processing nlp abstractive-text-summarization summarization transformers
Language:Jupyter Notebook 120
pochih / SA-papers
📄 Deep Learning 中 Sentiment Analysis 論文統整與分析 😀😡☹️😭🙄🤢
deep-learning papers summarization sentiment-analysis nlp review
114

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