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Top 11 abstractive-summarization open source projects

Text summarization starting from scratch.

✭ 86

nlp text-mining deep-learning text-summarization extractive-summarization papers-collection abstractive-summarization sentence-compression

Copycat-abstractive-opinion-summarizer

ACL 2020 Unsupervised Opinion Summarization as Copycat-Review Generation

✭ 76

python 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

gazeta

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

✭ 25

python machine-learning dataset text-summarization summarization abstractive-text-summarization abstractive-summarization text-summarisation russian-language summarization-corpora summarization-dataset abstractive-summarization-dataset

Entity2Topic

[NAACL2018] Entity Commonsense Representation for Neural Abstractive Summarization

✭ 20

python machine-learning natural-language-processing deep-learning text-generation cnn entities text-summarization summarization natural-language-generation summaries gigaword commonsense document-summarization abstractive-summarization sentence-summarization entity-commonsense-representation entity-representation

xl-sum

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.

PlanSum

[AAAI2021] Unsupervised Opinion Summarization with Content Planning

✭ 25

python 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

DocSum

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

✭ 58

python Jupyter Notebook nlp pdf machine-learning xml transformers bart text-summarization summarization xml-parser automatic-summarization abstractive-text-summarization abstractive-summarization

seq3

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

✭ 121

python shell autoencoder summarization seq2seq gumbel-softmax abstractive-summarization sentence-compression seq2seq2seq

Text-Summarization

Abstractive and Extractive Text summarization using Transformers.

✭ 38

Jupyter Notebook api flask aws prototype transformers pytorch led bart text-summarization pegasus extractive-summarization bert abstractive-summarization roberta fastapi gpt2 t5 xlnet streamlit longformer

factsumm

FactSumm: Factual Consistency Scorer for Abstractive Summarization

✭ 83

python natural-language-processing summarization abstractive-summarization factual-consistency

ByteCup2018

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

✭ 77

python abstractive-summarization title-generation

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