-
Incorporate knowledge in the加入知识training objective for word embedding在单词嵌入训练目标中。 -
retrofitting of embeddings嵌入的改造to existing lexicons对现有词典，retrofit，n/v翻新改造，lexicons -
A long term goal of NLP has been toNLP的长期目标是develop a general purpose AI agent发展一个通用目的的AI代理 -
presumably据推测 -
Two grand challenges inartificial intelligence researchhave been tobuild models that -
generalized as a推广为 -
some measure of the similarity一些相似度的度量，measure度量方法 - the
performance gains overcarefully trained RNNsare modest与进行训练的RNNs相比这些模型的表现收益是很有限的，gains over关于什么的收益，are modest是有限的 -
In caseswhere the input sequence is a single sentence。如果输入序列是一个句子的话,In cases如果（在...样例） - Finally, to
aid intraining convergence。为了帮助训练收敛，aid in帮助，convergence收敛。 -
soften the difficulty of。减少什么的难度。 -
spent a great effort preparing。花了巨大的力气做什么 -
we use batch size of 1。我们使用的batch size 是1 - if you’
re interested in感兴趣speeding up training加速训练 - would like to
leverageGPU parallelizationcapabilities。利用...的能力 - we must
be mindful of。对...格外小心 - To
accomodate适应sentences of different sizes in the same batch -
the variation of 什么的变化sentence length in our batches - We
handle this transpose 进行转置implicitly in the zeroPadding function。 - function
handles the process of 进行converting sentences to tensor. - The outputVar function
performs a similar function to 与什么执行同样的功能inputVar. To combat this 为了减少这个的影响- we can
implement 实施the actual decoder model. -
In essence 实质上。 - This document provides
solutions 加stoa variety of 各种各样的use casesregarding 关于the saving and loading of PyTorch models。 - could
make a very little sense out of it只能理解一点点，make out理解。 -
all but the last dimension are the same shape as the input.除过最后一个维度其他维度都是和输出一样的。 - The
scalability 扩展性is mainly limited by 主要被...所限制 -
much has changed in that time,much代指许多事的时候用单数，in that time 在这段时间 I aim to simplify. 立足于简化- You
too may 很有可能have heard the phrase. indigestion 消化不良common factors 共同因素- seen in the
table of different definitions 不同定义的表格above。 - The terms
are used interchangeably被相互使用，interchangeably互换的。 - so I have
hacked a path through the terminology。 synonymous 同义词的wherever possible 尽可能的- data is encoded
alongside 与...一起the data in the graph - who
are well versed on 十分熟悉the subject. ubiquitous method 十分流行（无处不在）的方法is tightly coupled with 被紧密的联系在一起obviate 避免postulate 假定adjust the similarity order of the model 调整模型相似度的顺序-
while 虽然。 -
since 由于。 -
purportedly 声称，purport v.声称
[Writing_1] paper中的好句子好短语好单词
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