https://blog.csdn.net/iamlihongwei/article/details/59484029

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if [[ $line =~ "<BEGIN>" ]] 
then
	echo "包含<BEGIN>"
elif [[ $line =~ "<SEG>" ]]
then
	echo "包含<SEG>"
else
	echo "都不包含"
fi

首先在 twilio 上注册帐号，并申请一个 twilio 手机号，并认证自己的手机号，twilio只能给认证过的手机号发送短信。

使用 python 发送短信

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from twilio.rest import Client

account_sid = <your account sid>
auth_token = <your auth token>
client = Client(account_sid, auth_token)

message=client.messages.create(
	from_=<your twilio phone num>,
	body=<your message>,
	to=<your phone num>
)
print(message.sid)

Context-Aware Learning for Neural Machine Translation. Sébastien Jean, Kyunghyun Cho. ArXiv 1903. [PDF]

动机

本文提出一个正则化项，鼓励模型利用上下文信息，从而提高篇章翻译结果。

方法

人们认为使用上下文可以提高篇章翻译，也就是使用上下文信息后译文翻译概率会更高。

Pretrained Language Models for Document-Level Neural Machine Translation. Liangyou Li, Xin Jiang, Qun Liu. ArXiv. [PDF]

动机

现有篇章翻译工作大都只能有限的上下文（前面3句话），当利用更长上下文时，由于训练不稳定模型效果反而下降。理论上来说更长的上下文可以提供更多信息，更有助于翻译。本文就是希望能够在篇章翻译中利用更长的上下文。

** Improving neural networks by preventing co-adaptation of feature detectors**. Geoffrey E. Hinton, Nitish Srivastava, Alex Krizhevsky, Ilya Sutskever, Ruslan R. Salakhutdinov. arXiv 1207.0580. [PDF]

• master发生改变，同步到feature branch

merge master into feature branch

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git checkout <feature branch>
git merge master

• Reasoning Over Paths via Knowledge Base Completion
• Neural Cross-Lingual Relation Extraction Based on Bilingual Word Embedding Mapping
• Dreaddit: A Reddit Dataset for Stress Analysis in Social Media
• Sequence Modeling with Unconstrained Generation Order
• On the Linguistic Representational Power of Neural Machine Translation Models
• BERT Goes to Law School: Quantifying the Competitive Advantage of Access to Large Legal Corpora in Contract Understanding
  阅读全文 »

克隆仓库

• 普通

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git clone git@xxx.git

• 指定branch

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git clone git@xxx.git -b <branchname>

提交修改

• 提交某个文件

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git add <path to file>
git commit -m '<message>'
git push origin <branchname>