A curated list of resources dedicated to text summarization
nlp machine-learning natural-language-processing text-mining deep-learning extractive-text-summarization abstractive-text-summarization
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Jan 9, 2023
#
abstractive-text-summarization
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Deep Reinforcement Learning For Sequence to Sequence Models
nlp reinforcement-learning policy-gradient actor-critic abstractive-text-summarization pointer-generator
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Mar 24, 2023 - Python
Multiple implementations for abstractive text summurization , using google colab
nlp machine-learning reinforcement-learning ai deep-learning tensorflow word2vec artificial-intelligence policy-gradient rnn text-summarization seq2seq machinelearning deeplearning encoder-decoder abstractive-text-summarization google-colab pointer-generator google-colaboratory
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Oct 6, 2020 - Jupyter Notebook
Abstractive summarisation using Bert as encoder and Transformer Decoder
nlp transformer summarization transfer-learning nlg bert abstractive-text-summarization abstractive-summarization bert-model
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May 30, 2023 - Python
This repository contains the code, data, and models of the paper titled "XL-Sum: Large-Scale Multilingual Abstractive Summarization for 44 Languages" published in Findings of the Association for Computational Linguistics: ACL-IJCNLP 2021.
multilingual machine-learning deep-learning dataset text-summarization abstractive-text-summarization abstractive-summarization text-summarisation low-resource-languages multilinguality summarization-corpora summarization-dataset multilingual-text-summarization text-summarization-dataset text-summarization-model low-resource-summarization low-resource-text-summarizarion multilingual-summarization
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Mar 26, 2024 - Python
Implementation of abstractive summarization using LSTM in the encoder-decoder architecture with local attention.
nlp deep-learning tensorflow lstm attention-mechanism encoder-decoder abstractive-text-summarization local-attention
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Dec 30, 2019 - Jupyter Notebook
Abstractive Text Summarization using Transformer
nlp natural-language-processing deep-learning tensorflow transformers summarization abstractive-text-summarization
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Dec 2, 2023 - Jupyter Notebook
ACL 2020 Unsupervised Opinion Summarization as Copycat-Review Generation
data-science machine-learning natural-language-processing deep-learning algorithms amazon reviews yelp vae summarization natural-language-generation abstractive-text-summarization abstractive-summarization opinion-summarization
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Jul 6, 2023 - 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
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Nov 23, 2020 - Python
Gazeta: Dataset for automatic summarization of Russian news / Газета: набор данных для автоматического реферирования на русском языке
machine-learning dataset text-summarization summarization abstractive-text-summarization abstractive-summarization text-summarisation russian-language summarization-corpora summarization-dataset abstractive-summarization-dataset
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Oct 6, 2021 - Python
[AAAI2021] Unsupervised Opinion Summarization with Content Planning
sentiment-analysis amazon text-generation reviews yelp opinions text-summarization summarization opinion-mining unsupervised-learning natural-language-generation rotten-tomatoes abstractive-text-summarization abstractive-summarization content-planning opinion-summarization
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Feb 15, 2022 - Python
[ACL-IJCNLP 2021] Self-Supervised Multimodal Opinion Summarization
amazon pytorch reviews yelp summarization multi-modal self-supervised abstractive-text-summarization abstractive-summarization multimodal self-supervised-learning opinion-summarization acl2021
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Apr 6, 2024 - Python
[ACL2020] Unsupervised Opinion Summarization with Noising and Denoising
sentiment-analysis text-generation reviews yelp opinions text-summarization summarization opinion-mining unsupervised-learning natural-language-generation rotten-tomatoes abstractive-text-summarization document-summarization abstractive-summarization opinion-summarization
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Jul 3, 2020 - Python
An optimized Transformer based abstractive summarization model with Tensorflow
tensorflow transformer summarization abstractive-text-summarization abstractive-summarization transformer-models
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Oct 17, 2022 - Python
Pytorch implementation of Get To The Point: Summarization with Pointer-Generator Networks (2017) by Abigail See et al.
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May 16, 2020 - Jupyter Notebook
non-anonymized cnn/dailymail dataset for text summarization
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May 30, 2017 - Python
Generates summary of a given news article. Used attention seq2seq encoder decoder model.
pytorch gru text-summarization abstractive-text-summarization attention-seq2seq seq2seq-attn torchtext
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Dec 20, 2024 - Jupyter Notebook
Abstractiv Text Summarization
machine-learning natural-language-processing deep-learning abstractive-text-summarization seq2seq-rnn
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Apr 24, 2018 - Python
Abstractive Summarization in the Nepali language
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Mar 11, 2020 - Python
Speaker Diarization + Speech to text + abstract summerization
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Aug 2, 2023 - HTML
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