[Writing_1] paper中的好句子好短语好单词

• 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 in artificial intelligence research have been to build 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 over carefully trained RNNs are 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 cases where 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 in training 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 leverage GPU parallelization capabilities。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s to a variety of 各种各样的 use cases regarding 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。
• Thescalability 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