# 基于Self-Attention的汉语语义角色标注
本文模型基于[Deep Semantic Role Labeling with Self-Attention](https://github.com/XMUNLP/Tagger)
# 数据预处理
## 获取数据
在LDC上获取ontonotes 5.0数据 https://catalog.ldc.upenn.edu/LDC2013T19
## 将数据转化为Conll格式
依照这篇教程将数据转为Conll格式 http://conll.cemantix.org/2012/data.html
## 数据处理脚本
修改 make_conll2012_data.sh 脚本的变量.
```shell script
# 训练集,开发集,测试集的路径
TRAIN=".../conll-2012/v4/data/train/data/chinese/annotations"
DEV=".../conll-2012/v4/data/development/data/chinese/annotations"
TEST=".../conll-2012/v9/data/test/data/chinese/annotations"
```
然后运行该脚本
```shell script
make_conll2012_data.sh
```
运行后,会在 data/srl 目录下生成.txt数据文件,以及exclude文件夹(单独包含了脚本中指定的特殊标签)
处理后的数据格式如下
```text
2 My cats love hats . ||| B-A0 I-A0 B-V B-A1 O
```
## 生成字典
```shell script
# limit 代表字典的大小, lower 代表小写
python tagger/scripts/build_vocab.py --limit 20000 --lower data/srl/conll2012.train.txt data/srl
```
# 运行
## 修改脚本
修改 run.sh validation.sh 脚本变量参数
```shell script
TAGGERPATH=本项目根目录
```
并根据需要修改`parameters`参数
##运行
```shell script
./run.sh
```
##验证
```shell script
./validation.sh
```
# 结果
## Attention可视化
将需要可视化的数据复制到visual.txt中,然后运行
```shell script
python tagger/scripts/visualization.py train visual.txt --embedding EMBEDDING
```
## 使用预训练向量
注意文件开头如果是字典长度的信息,则该行需要删除
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【资源说明】 毕业设计 基于Python+Self-Attention的汉语语义角色标注源码+部署文档+全部数据资料(优秀项目).zip毕业设计 基于Python+Self-Attention的汉语语义角色标注源码+部署文档+全部数据资料(优秀项目).zip毕业设计 基于Python+Self-Attention的汉语语义角色标注源码+部署文档+全部数据资料(优秀项目).zip毕业设计 基于Python+Self-Attention的汉语语义角色标注源码+部署文档+全部数据资料(优秀项目).zip 【备注】 1、该项目是个人高分毕业设计项目源码,已获导师指导认可通过,答辩评审分达到95分 2、该资源内项目代码都经过测试运行成功,功能ok的情况下才上传的,请放心下载使用! 3、本项目适合计算机相关专业(如软件工程、计科、人工智能、通信工程、自动化、电子信息等)的在校学生、老师或者企业员工下载使用,也可作为毕业设计、课程设计、作业、项目初期立项演示等,当然也适合小白学习进阶。 4、如果基础还行,可以在此代码基础上进行修改,以实现其他功能,也可直接用于毕设、课设、作业等。 欢迎下载,沟通交流,互相学习,共同进步!
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