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b/docs/tutorials/pretrain_model/skep.md new file mode 100644 index 000000000..df7d4ff5f --- /dev/null +++ b/docs/tutorials/pretrain_model/skep.md @@ -0,0 +1,92 @@ +# SKEP: Sentiment Knowledge Enhanced Pre-training for Sentiment Analysis + +## 1. SKEP的设计思路 + +近年来,NLP领域的预训练模型发展如火如荼,各种基于transformer结构的改进模型被相继提出。然而这些模型绝大部分都是在训练一种通用的模型,期望这种通用模型能够学习到足够多的语言知识,以应对各种语言相关的任务。然而,SKEP则是期望训练一个专注于情感分析方面的通用模型,希望能够利用这个模型提高情感分析方面的各项任务,比如语句级别的情感分析(Sentiment-Level)、目标级的文本分类(Aspect-Level)、情感信息提取(Opinion Extraction)等等。 + +更具体地,SKEP采用了类似MLM Masking的策略,在模型预训练任务中执行了Sentiment Masking策略,其将用来Masking和感情相关的一些token。并且SKEP基于情感词(Sentiment Word)、词的极性(Word Polarity)和目标感情词对(Aspect Sentiment Pair)三个方面分别构造了对应的预训练目标函数,用于提高SKEP模型对情感信息建模能力。 + +## 2. SKEP的实现概况 + +![image-20211109194150102](../../images/pretrain_model/skep/20211109194150102.png) + +
图1 SKEP的实现概况图
+ +前边我们提到,SKEP将情感信息注入到了模型的预训练过程中。SKEP汇总了三种类别的情感信息:情感词(Sentiment Word, SW)、词的极性(Word Polarity, WP)和目标感情词对(Aspect Sentiment Pair, AP)。在图1中,情感词便是fast和appreciated;目标感情词对是个词组,一般由一个名词和一个描述该名词的感情词组成,如product fast;词的极性表示这个词的感情色彩是正向的还是负向的。 + +SKEP在模型实现中主要包含两个方面:Sentiment Masking和三个Sentiment Pre-training Objectives。其中Sentiment Masking是指在识别一个句子$X=\{x_1, x_2, ..., x_n\}$中的情感相关词后,将这些词进行Masking,产生一个"破坏"版本的句子$\tilde{X} = \{\tilde{x_1}, \tilde{x_2}, ..., \tilde{x_n}\}$,然后要求模型从这些被"破坏" 的句子重建原始的完整句子,这个方式和MLM策略是类似的。 + +另外,SKEP根据上边提到的三类情感信息,分别设计对应的预训练目标函数,以帮助模型学习情感信息知识,重建被"破坏"的语句。包括情感词预测,情感词极性预测,目标级情感词对预测等。如图1所示,在appreciated位置进行了情感词预测,在fast位置进行了情感词极性预测,在CLS位置进行了目标级情感词对预测。 + +## 3. 无监督情感知识挖掘 + +前边我们提到,SKEP需要识别一个句子中的情感词,然后再对其进行Masking操作。这里有个问题,SKEP如何去识别一个词是否是情感词?论文中,SKEP使用了一种经典的、简单有效的方法:Mutual Information,简称PMI。SKEP利用PMI方法从大量无监督的语料中去挖掘情感信息,最终构造成一个情感信息知识库,利用该知识库进行识别一个词是否是情感词。 + +PMI方法仅仅需要少量带有情感极性的词进行算法初始化,这些词被称为seed word。PMI的计算流程大概分为以下三个步骤: + +1. 构建一批候选词对,其中每个词对包含一个seed word。 +2. 根据词对中这两个词的共现关系计算PMI:$\text{PMI}(w_1, w_2) = log\;\frac{p(w_1, w_2)}{p(w_1)p(w_2)} $ +3. 最终,一个词的情感极性由该词和所有正向seed words和负向seed words的PMI分数计算得到:$\text{WP}(w) = \sum_{\text{wp}(s)=+} \text{PMI}(w,s) - \sum_{\text{wp}(s)=-} \text{PMI}(w,s)$ + +在经过以上方式的计算之后,便可以获得一个情感信息知识库,其包括大量带有情感性的情感词,以及相应的目标级情感词对。 + +## 4. Sentiment Masking + +本小节将详细讨论一下Sentiment Masking的实现策略,其主要包含两个阶段:利用知识库检测情感信息和对情感信息进行Masking。下面我们来进一步讨论这两个事情。 + +### 4.1 利用知识库检测情感信息 + +这一步主要是利用知识库去检测情感词 Sentiment Word和目标即情感词对 Aspect-Sentiment Pair。对于Sentiment Word检测来说,直接判断语句中的单词是否在情感知识库中便可,如果在知识库中,则其是一个Sentiment Word;对于Aspect-Sentiment Pair检测来说,首先需要判断一个单词是否情感词,如果其是情感词,则在该词附近查找最近的名词,从而组成一个Aspect-Sentiment Pair,这里情感词和名词之间的距离被控制在3个单词。 + +### 4.2 对情感信息进行Masking + +根据以上的情感信息划分,语句中存在三种类型的Token:Sentiment Word, Aspect-Sentiment Pair 和 Common Token。那如何对这三种Token进行掩码呢? + +对于Sentiment Word Token来讲,句子中的Sentiment Word被随机选择进行Masking,被Masking的Token总量不超过10%。 + +对于Aspect-Sentiment Pair Token来讲,一句话中最多2个词对被选择进行Masking,每个词对中的两个单词需要被同时Masking。这种处理方式有利于帮助模型提高捕获目标级情感词对的能力。 + +对于Common Token来讲,如果Masking后的Sentiment Word Token数量少于10%,则由Common Token进行补充。 + +## 5. Sentiment Pre-training Objectives + +第3节提到SKEP共设计了三种类型的预训练目标函数,分别是:Sentiment Word (SW) Prediction $L_{sw}$,Word polarity (WP) Prediction $L_{wp}$以及Aspect-Sentiment Pair (AP) Prediction $L_{ap}$,这三种训练目标将以联合训练的形式进行训练,如下所示: + + +$$ +L=L_{sw}+L_{wp}+L_{ap} +$$ + + +### 5.1 Sentiment Word (SW) Prediction + +假设第$i$个位置的模型输出向量为$\tilde{x_i}$,然后可以根据如下公式进行预测该位置的输出单词,然后累计所有预测单词的损失: + +$$ +\hat{y} = \text{softmax}(\tilde{x_i}W+b) \\ +L_{sw} = -\sum_{i=1}^{i=n} m_i \times y_i \; log\; \hat{y}_i +$$ + +如果一个序列中,第$i$个Token为被Masking,则$m_i=1$,否则$m_i=0$。 + +### 5.2 Word polarity (WP) Prediction + +一个单词的极性是很重要的情感信息,在建模过程中,应当把这部分信息融入进来。因此在训练过程中,SKEP引入了该目标函数,要求模型去判断Sentiment Word的情感极性,以此提高模型对情感信息的建模能力。 + +### 5.3 Aspect-Sentiment Pair (AP) Prediction + +在一个语句中,挖掘出的Aspect-Sentiment Pair两个词,往往是并不是互斥的。因此SKEP使用CLS位置的输出向量,通过多标签分类的方式去预测Aspect-Sentiment Pair中的两个词。相关公式如下: + + +$$ +\hat{y}_a = \text{sigmoid}(\tilde{x}_{\text{cls}} W_{ap} + b_{ap}) \\ +L_{ap} = -\sum_{a=1}^{a=A} y_a \; log \; \hat{y}_a +$$ + + +其中,$\tilde{x}_{\text{cls}}$表示CLS Token的输出向量, $A$表示输入的语句中Aspect-Sentiment Pair的数量,$\hat{y}_a$经过sigmoid函数后的单词概率分布,$y_a$表示稀疏的Aspect-Sentiment Pair表示。 + +## 6. 相关资料 + +1. [SKEP: Sentiment Knowledge Enhanced Pre-training for Sentiment Analysis](https://arxiv.org/abs/2005.05635) +2. [SKEP Github](https://github.com/baidu/Senta.) From b44f5fe0ce021f36ad53ef0e225d19b019f2cffa Mon Sep 17 00:00:00 2001 From: milen Date: Tue, 22 Feb 2022 18:58:42 +0800 Subject: [PATCH 2/2] add skep --- docs/tutorials/pretrain_model/skep.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/tutorials/pretrain_model/skep.md b/docs/tutorials/pretrain_model/skep.md index df7d4ff5f..2678b91d7 100644 --- a/docs/tutorials/pretrain_model/skep.md +++ b/docs/tutorials/pretrain_model/skep.md @@ -89,4 +89,4 @@ $$ ## 6. 相关资料 1. [SKEP: Sentiment Knowledge Enhanced Pre-training for Sentiment Analysis](https://arxiv.org/abs/2005.05635) -2. [SKEP Github](https://github.com/baidu/Senta.) +2. [SKEP Github](https://github.com/baidu/Senta)