NewsSum
所属分类：特征抽取
开发工具：Python
文件大小：14627KB
下载次数：0
上传日期：2017-05-22 16:57:03
上 传 者：
sh-1993
说明： 新闻摘要工具。总结来自在线来源的新闻文章。基于SumBasic和神经网络。
(A news summarization tool. Summarize news articles from online sources. Based on SumBasic and Neural Networks.)
文件列表:
data (0, 2017-05-23)
data\wikinews.json (21505607, 2017-05-23)
data\word_vocab.pkl (4126209, 2017-05-23)
docs (0, 2017-05-23)
docs\generate_comparison.py (1717, 2017-05-23)
docs\index.html (134856, 2017-05-23)
docs\index2.html (8291712, 2017-05-23)
gnp.py (18410, 2017-05-23)
main.py (3335, 2017-05-23)
news_clustering.py (5786, 2017-05-23)
reader.py (15654, 2017-05-23)
sumLSTM.py (14250, 2017-05-23)
sumbasic.py (1302, 2017-05-23)
summary (0, 2017-05-23)
summary\summary.txt (6149978, 2017-05-23)
utils.py (3165, 2017-05-23)
# NewsSum
A neural news summarization tool. Collect google news topics, crawl related news articles, generate summaries.
Including the following units:
1. BasicSum: traditional freq-based news-summary generator.
2. LSTM-Attetion: Neural network model that summarizes news.
3. WikiNews Dataset: A list of news articles crawled from WikiNews, every element(event) of the list contains at least three articles from mainstream website talking about the event.
## Run
python3 main.py
## Demo
http://news.qin.ee
## Pretrained Model Download
https://drive.google.com/file/d/0BwzJqD-PyhaoTVhZZVR2UTN6TU0/view?usp=sharing
## Data
https://docs.google.com/uc?id=0B0Obe9L1qtsnSXZEd0JCenIyejg&export=download
## Dependency
NLTK
numpy
Tensorflow
Newspaper
## Acknowledgement
[GNP](https://github.com/mPAND/gnp)
[NeuralSum](https://github.com/cheng6076/NeuralSum)
For their dataset and dataset reader and LSTM architecture.
## License
MIT
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