基于GRU网络的句子判断程序/A program based on GRU network for judging sentences

Last update: Mar 24, 2022

Related tags

Text Data & NLP SentencesJudger

Overview

SentencesJudger

SentencesJudger 是一个基于GRU神经网络的句子判断程序，基本的功能是判断文章中的某一句话是否为一个优美的句子。

English

如何使用SentencesJudger

确认Python运行环境
安装pyTorch与LTP
```
python3 -m pip install -U torch ltp
```
运行main.py
```
python3 main.py
```

效果

数据集	准确度
train	96.7%
test	83.5%

注意事项

确保模型的加载路径
在首次运行时连接网络（以便加载LTP模型）
使用UTF-8编码
内置模型仅支持中文

训练模型

在train.py中选择训练样本、测试样本与输出模型路径，运行train.py即可。训练样本、测试样本为csv文件，格式可参考sample.csv。

其他

目前模型因样本数量过少，判断效果并不理想，持续更新中。

使用方案

pyTorch
LTP

Owner

GitHub Repository

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