From ca0f87272115837c1a227d5e0d31171a28eac0ec Mon Sep 17 00:00:00 2001 From: ZSIRS <1327611048@qq.com> Date: Mon, 5 Aug 2019 13:07:34 +0800 Subject: [PATCH] Lecture-5 --- docs/Lecture5/Lecture 5.md | 53 +++++++++++++++++++++++++++++++++++++ docs/Lecture5/media/1.png | Bin 0 -> 39495 bytes docs/Lecture5/media/2.png | Bin 0 -> 40878 bytes docs/Lecture5/media/3.png | Bin 0 -> 61552 bytes docs/Lecture5/media/4.png | Bin 0 -> 37429 bytes docs/Lecture5/media/5.png | Bin 0 -> 57456 bytes docs/Lecture5/media/6.png | Bin 0 -> 81645 bytes 7 files changed, 53 insertions(+) create mode 100644 docs/Lecture5/Lecture 5.md create mode 100644 docs/Lecture5/media/1.png create mode 100644 docs/Lecture5/media/2.png create mode 100644 docs/Lecture5/media/3.png create mode 100644 docs/Lecture5/media/4.png create mode 100644 docs/Lecture5/media/5.png create mode 100644 docs/Lecture5/media/6.png diff --git a/docs/Lecture5/Lecture 5.md b/docs/Lecture5/Lecture 5.md new file mode 100644 index 0000000..55c2c91 --- /dev/null +++ b/docs/Lecture5/Lecture 5.md @@ -0,0 +1,53 @@ +# 一. 前言 + +本章节讲述了对于句法结构分析,其主要有两种方式:Constituency Parsing和Dependency Parsing。本章节主要对后者进行了详细的表述。 + +# 二. Dependency Parsing + +## 基本概念 + +Dependency Structure展示了词语之前的依赖关系,其有两种表现形式,一种是用箭头表示其依存关系,有时也会在箭头上标出其具体的语法关系,如是主语还是宾语关系等。 + +![](media/1.png) + +二是将其做成树状机构 (Dependency Tree Graph) + +![](media/2.png) + +Dependency Parsing可以看做是给定输入句子S = W0·W1...Wn构建对应的Dependency Tree Graph的任务。一个有效构建这个树的方法是Transition-based Dependency Parsing。 + +## Transition-based Dependency Parsing + +Transition-based Dependency Parsing可以看做是state machine,对于S = W0·W1...Wn,state有三部分组成 (θ,β,A)。θ是S中若干Wi构成的stack。β为S中若干Wi构成的buffer。A则是dependency arc 构成的集合,每一条边的形式是 (Wi,r,Wj),其中r描述了节点的依存关系。 +state之间的transition有三类: + +1.SHIFT:将buffer中的第一个词移出并放到stack上。 + +2.LEFT-ARC:将(Wi,r,Wj)加入边的集合A,其中Wi是stack上的次顶层的词,Wj是stack上的最顶层的词。 + +3.RIGHT-ARC:将(Wi,r,Wj)加入边的集合A,其中Wi是stack上的次顶层的词,Wj是stack上的最顶层的词。 + +![](media/5.png) + +不断的进行上述三类操作,直到从初始态达到最终态。当我们考虑到LEFT-ARC与RIGHT-ARC各有|R|(|R|为r的类的个数)种class,我们可以将其看做是class数为2|R|+1的分类问题,可以用SVM等传统机器学习方法解决。 + +## 评估 + +当我们有了Dependency Parsing的模型后,就开始着手准备评估。我们有两个metric,一个是LAS(labeled attachment score)即只有arc的箭头方向以及语法关系均正确时才算正确,以及UAS(unlabeled attachment score)即只要arc的箭头方向正确即可。 + +![](media/3.png) + +图示为LAS + +## Neural Dependency Parsing + +对于Neural Dependency Parser,其输入特征通常包含三种: +1.stack和buffer中的单词及其dependent word,我们基于stack/buffer的位置来提取令牌。 + +![](media/4.png) + +2.我们将其转换为向量并将它们联结起来作为输入层,再经过若干非线性的隐藏层,最后加入softmax layer得到每个类的概率。 + +![](media/6.png) + +利用这样简单的前馈神经网络,我们就可以减少feature engineering并提高准确度。 \ No newline at end of file diff --git a/docs/Lecture5/media/1.png b/docs/Lecture5/media/1.png new file mode 100644 index 0000000000000000000000000000000000000000..9079935cdbe4e6c7964e079c1beef65de9dfcca5 GIT binary patch literal 39495 zcmYg%WmFwOvn?Fl-QC^Y-3b<45AF`Z-8r}u+#$G2aCZ&v4uRmVk9*&{?|y$~_4G`4 zRaf_#lD#KNMM(w;9v>bI3=Bz5R#FWN3^4Z94uS=IUAqSAlEA=7!Q>>x)IGt^yI?Z( zN8FiLT3x5TI(%G)Ns(PhMZqX>MbRfyB%{?E-ZX7}9(`WDMAm=jJv^WKI4&!1HJ@9G zjHOs7l1s4xC`Hl1#12HkLi#8b!KjrVC*7voUoQfF2lbJn5`tlP2ik}YthYMy-Y-}D z>Y3(qk1n+SDJ2XE9tu66OE4|NGSp zB}mxT3?b$`uz*lKRHFY9^#8^I`O!!>O!((0 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