#
abstractive-summarization
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89 public repositories
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An experimental custom seq-2-seq model with both layer-wise (inter-layer), and intra-layer attention (attention to previous hidden states of the same RNN unit) for abstractive summarization.
Updated
Nov 30, 2017
Jupyter Notebook
Code for the ACL'17 paper: Jiwei Tan, Xiaojun Wan and Jianguo Xiao. Abstractive Document Summarization with a Graph-Based Attentional Neural Model
Updated
Apr 18, 2018
Python
[NAACL2018] Entity Commonsense Representation for Neural Abstractive Summarization
Updated
Jul 16, 2018
Python
Paper List (Regarding Current Projects). Mainly includes: 1) Abstractive Summarization 2) Argument Generation 3) Baseline
Text summarization starting from scratch.
Implementation of paper: "A Neural Attention Model for Sentence Summarization" in Theano
Updated
Mar 30, 2019
Python
Pointer-generator reinforced seq2seq summarization in PyTorch
Updated
Apr 16, 2019
Python
Implementation for multi-document query-based abstractive summarisation
Pointer Generator Network: Seq2Seq with attention, pointing and coverage mechanism for abstractive summarization.
Updated
Jul 26, 2019
Python
Code for our work "Read, Highlight and Summarize: A Hierarchical Neural Semantic Encoder-based Approach"
Updated
Oct 28, 2019
Python
Modified existing text summarization model with pre-trained BERTSUM encoder model and decoder architecture by introducing recurrence in model to improve better copying of source document.
Updated
Nov 17, 2019
Jupyter Notebook
Word-based abstractive text summarization using seq2seq-modeling with attention
Updated
Dec 16, 2019
Jupyter Notebook
Modified Code for ACL 2018 paper by Chen and Bansal for Query Focused Summarization
Updated
Apr 29, 2020
Python
Text Summarization with Pretrained Encoders
Updated
May 7, 2020
Python
Pytorch implementation of Get To The Point: Summarization with Pointer-Generator Networks (2017) by Abigail See et al.
Updated
May 16, 2020
Jupyter Notebook
[ACL2020] Unsupervised Opinion Summarization with Noising and Denoising
Updated
Jul 3, 2020
Python
Final Year Project: Finding the Optimal Summary By Combining Extractive and Abstractive Summarisation Methods.
Updated
Jul 10, 2020
Jupyter Notebook
Code for ACL 2018 paper: "Fast Abstractive Summarization with Reinforce-Selected Sentence Rewriting. Chen and Bansal"
Updated
Jul 23, 2020
Python
An end-to-end application for abstractive document summarization on top of TensorFlow, Flink-AI-Extended and Flink ML pipeline framework.
Updated
Oct 13, 2020
Python
A tool to automatically summarize documents abstractively using the BART or PreSumm Machine Learning Model.
Updated
Nov 23, 2020
Python
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