Skip to content

T
Toy-MT-Introduction
Commit 5c98e5ed by xiaotong
Options

file updates

parent 85fbffb8
正在显示 包含 484 行增加 和 241 行删除
Book/mt-book-xelatex.bbl deleted 100644 → 0
This source diff could not be displayed because it is too large. You can view the blob instead.
Book/mt-book-xelatex.idx
...@@ -29,21 +29,21 @@ ...@@ -29,21 +29,21 @@
\indexentry{Chapter2.2.5|hyperpage}{51} \indexentry{Chapter2.2.5|hyperpage}{51}
\indexentry{Chapter2.2.5.1|hyperpage}{51} \indexentry{Chapter2.2.5.1|hyperpage}{51}
\indexentry{Chapter2.2.5.2|hyperpage}{52} \indexentry{Chapter2.2.5.2|hyperpage}{52}
\indexentry{Chapter2.2.5.3|hyperpage}{52} \indexentry{Chapter2.2.5.3|hyperpage}{53}
\indexentry{Chapter2.3|hyperpage}{53} \indexentry{Chapter2.3|hyperpage}{53}
\indexentry{Chapter2.3.1|hyperpage}{54} \indexentry{Chapter2.3.1|hyperpage}{54}
\indexentry{Chapter2.3.2|hyperpage}{55} \indexentry{Chapter2.3.2|hyperpage}{55}
\indexentry{Chapter2.3.2.1|hyperpage}{55} \indexentry{Chapter2.3.2.1|hyperpage}{56}
\indexentry{Chapter2.3.2.2|hyperpage}{56} \indexentry{Chapter2.3.2.2|hyperpage}{56}
\indexentry{Chapter2.3.2.3|hyperpage}{58} \indexentry{Chapter2.3.2.3|hyperpage}{58}
\indexentry{Chapter2.4|hyperpage}{60} \indexentry{Chapter2.4|hyperpage}{61}
\indexentry{Chapter2.4.1|hyperpage}{61} \indexentry{Chapter2.4.1|hyperpage}{61}
\indexentry{Chapter2.4.2|hyperpage}{63} \indexentry{Chapter2.4.2|hyperpage}{63}
\indexentry{Chapter2.4.2.1|hyperpage}{64} \indexentry{Chapter2.4.2.1|hyperpage}{64}
\indexentry{Chapter2.4.2.2|hyperpage}{65} \indexentry{Chapter2.4.2.2|hyperpage}{65}
\indexentry{Chapter2.4.2.3|hyperpage}{66} \indexentry{Chapter2.4.2.3|hyperpage}{67}
\indexentry{Chapter2.5|hyperpage}{68} \indexentry{Chapter2.5|hyperpage}{68}
\indexentry{Chapter2.5.1|hyperpage}{68} \indexentry{Chapter2.5.1|hyperpage}{69}
\indexentry{Chapter2.5.2|hyperpage}{70} \indexentry{Chapter2.5.2|hyperpage}{70}
\indexentry{Chapter2.5.3|hyperpage}{74} \indexentry{Chapter2.5.3|hyperpage}{74}
\indexentry{Chapter2.6|hyperpage}{76} \indexentry{Chapter2.6|hyperpage}{76}
...@@ -131,14 +131,14 @@ ...@@ -131,14 +131,14 @@
\indexentry{Chapter5.4.3|hyperpage}{172} \indexentry{Chapter5.4.3|hyperpage}{172}
\indexentry{Chapter5.4.4|hyperpage}{174} \indexentry{Chapter5.4.4|hyperpage}{174}
\indexentry{Chapter5.4.4.1|hyperpage}{174} \indexentry{Chapter5.4.4.1|hyperpage}{174}
\indexentry{Chapter5.4.4.2|hyperpage}{176} \indexentry{Chapter5.4.4.2|hyperpage}{175}
\indexentry{Chapter5.4.4.3|hyperpage}{176} \indexentry{Chapter5.4.4.3|hyperpage}{175}
\indexentry{Chapter5.4.5|hyperpage}{177} \indexentry{Chapter5.4.5|hyperpage}{177}
\indexentry{Chapter5.4.6|hyperpage}{178} \indexentry{Chapter5.4.6|hyperpage}{178}
\indexentry{Chapter5.4.6.1|hyperpage}{179} \indexentry{Chapter5.4.6.1|hyperpage}{179}
\indexentry{Chapter5.4.6.2|hyperpage}{181} \indexentry{Chapter5.4.6.2|hyperpage}{181}
\indexentry{Chapter5.4.6.3|hyperpage}{182} \indexentry{Chapter5.4.6.3|hyperpage}{182}
\indexentry{Chapter5.5|hyperpage}{183} \indexentry{Chapter5.5|hyperpage}{184}
\indexentry{Chapter5.5.1|hyperpage}{184} \indexentry{Chapter5.5.1|hyperpage}{184}
\indexentry{Chapter5.5.1.1|hyperpage}{185} \indexentry{Chapter5.5.1.1|hyperpage}{185}
\indexentry{Chapter5.5.1.2|hyperpage}{187} \indexentry{Chapter5.5.1.2|hyperpage}{187}
...@@ -150,59 +150,59 @@ ...@@ -150,59 +150,59 @@
\indexentry{Chapter5.5.3|hyperpage}{192} \indexentry{Chapter5.5.3|hyperpage}{192}
\indexentry{Chapter5.5.3.1|hyperpage}{192} \indexentry{Chapter5.5.3.1|hyperpage}{192}
\indexentry{Chapter5.5.3.2|hyperpage}{194} \indexentry{Chapter5.5.3.2|hyperpage}{194}
\indexentry{Chapter5.5.3.3|hyperpage}{195} \indexentry{Chapter5.5.3.3|hyperpage}{194}
\indexentry{Chapter5.5.3.4|hyperpage}{195} \indexentry{Chapter5.5.3.4|hyperpage}{195}
\indexentry{Chapter5.5.3.5|hyperpage}{196} \indexentry{Chapter5.5.3.5|hyperpage}{196}
\indexentry{Chapter5.6|hyperpage}{197} \indexentry{Chapter5.6|hyperpage}{196}
\indexentry{Chapter6.1|hyperpage}{199} \indexentry{Chapter6.1|hyperpage}{199}
\indexentry{Chapter6.1.1|hyperpage}{201} \indexentry{Chapter6.1.1|hyperpage}{201}
\indexentry{Chapter6.1.2|hyperpage}{203} \indexentry{Chapter6.1.2|hyperpage}{203}
\indexentry{Chapter6.1.3|hyperpage}{206} \indexentry{Chapter6.1.3|hyperpage}{206}
\indexentry{Chapter6.2|hyperpage}{207} \indexentry{Chapter6.2|hyperpage}{208}
\indexentry{Chapter6.2.1|hyperpage}{208} \indexentry{Chapter6.2.1|hyperpage}{208}
\indexentry{Chapter6.2.2|hyperpage}{209} \indexentry{Chapter6.2.2|hyperpage}{209}
\indexentry{Chapter6.2.3|hyperpage}{210} \indexentry{Chapter6.2.3|hyperpage}{210}
\indexentry{Chapter6.2.4|hyperpage}{211} \indexentry{Chapter6.2.4|hyperpage}{211}
\indexentry{Chapter6.3|hyperpage}{212} \indexentry{Chapter6.3|hyperpage}{212}
\indexentry{Chapter6.3.1|hyperpage}{213} \indexentry{Chapter6.3.1|hyperpage}{214}
\indexentry{Chapter6.3.2|hyperpage}{216} \indexentry{Chapter6.3.2|hyperpage}{216}
\indexentry{Chapter6.3.3|hyperpage}{219} \indexentry{Chapter6.3.3|hyperpage}{220}
\indexentry{Chapter6.3.3.1|hyperpage}{219} \indexentry{Chapter6.3.3.1|hyperpage}{220}
\indexentry{Chapter6.3.3.2|hyperpage}{220} \indexentry{Chapter6.3.3.2|hyperpage}{220}
\indexentry{Chapter6.3.3.3|hyperpage}{222} \indexentry{Chapter6.3.3.3|hyperpage}{222}
\indexentry{Chapter6.3.3.4|hyperpage}{223} \indexentry{Chapter6.3.3.4|hyperpage}{223}
\indexentry{Chapter6.3.3.5|hyperpage}{224} \indexentry{Chapter6.3.3.5|hyperpage}{225}
\indexentry{Chapter6.3.4|hyperpage}{224} \indexentry{Chapter6.3.4|hyperpage}{225}
\indexentry{Chapter6.3.4.1|hyperpage}{225} \indexentry{Chapter6.3.4.1|hyperpage}{226}
\indexentry{Chapter6.3.4.2|hyperpage}{227} \indexentry{Chapter6.3.4.2|hyperpage}{227}
\indexentry{Chapter6.3.4.3|hyperpage}{230} \indexentry{Chapter6.3.4.3|hyperpage}{230}
\indexentry{Chapter6.3.5|hyperpage}{232} \indexentry{Chapter6.3.5|hyperpage}{232}
\indexentry{Chapter6.3.5.1|hyperpage}{232} \indexentry{Chapter6.3.5.1|hyperpage}{233}
\indexentry{Chapter6.3.5.2|hyperpage}{233} \indexentry{Chapter6.3.5.2|hyperpage}{233}
\indexentry{Chapter6.3.5.3|hyperpage}{233} \indexentry{Chapter6.3.5.3|hyperpage}{234}
\indexentry{Chapter6.3.5.4|hyperpage}{233} \indexentry{Chapter6.3.5.4|hyperpage}{234}
\indexentry{Chapter6.3.5.5|hyperpage}{234}
\indexentry{Chapter6.3.5.5|hyperpage}{235} \indexentry{Chapter6.3.5.5|hyperpage}{235}
\indexentry{Chapter6.3.6|hyperpage}{238} \indexentry{Chapter6.3.5.5|hyperpage}{236}
\indexentry{Chapter6.3.6|hyperpage}{237}
\indexentry{Chapter6.3.6.1|hyperpage}{239} \indexentry{Chapter6.3.6.1|hyperpage}{239}
\indexentry{Chapter6.3.6.2|hyperpage}{240} \indexentry{Chapter6.3.6.2|hyperpage}{240}
\indexentry{Chapter6.3.6.3|hyperpage}{241} \indexentry{Chapter6.3.6.3|hyperpage}{241}
\indexentry{Chapter6.3.7|hyperpage}{242} \indexentry{Chapter6.3.7|hyperpage}{242}
\indexentry{Chapter6.4|hyperpage}{243} \indexentry{Chapter6.4|hyperpage}{244}
\indexentry{Chapter6.4.1|hyperpage}{244} \indexentry{Chapter6.4.1|hyperpage}{245}
\indexentry{Chapter6.4.2|hyperpage}{246} \indexentry{Chapter6.4.2|hyperpage}{246}
\indexentry{Chapter6.4.3|hyperpage}{248} \indexentry{Chapter6.4.3|hyperpage}{249}
\indexentry{Chapter6.4.4|hyperpage}{250} \indexentry{Chapter6.4.4|hyperpage}{251}
\indexentry{Chapter6.4.5|hyperpage}{252} \indexentry{Chapter6.4.5|hyperpage}{252}
\indexentry{Chapter6.4.6|hyperpage}{253} \indexentry{Chapter6.4.6|hyperpage}{253}
\indexentry{Chapter6.4.7|hyperpage}{254} \indexentry{Chapter6.4.7|hyperpage}{255}
\indexentry{Chapter6.4.8|hyperpage}{256} \indexentry{Chapter6.4.8|hyperpage}{256}
\indexentry{Chapter6.4.9|hyperpage}{257} \indexentry{Chapter6.4.9|hyperpage}{257}
\indexentry{Chapter6.4.10|hyperpage}{259} \indexentry{Chapter6.4.10|hyperpage}{260}
\indexentry{Chapter6.5|hyperpage}{260} \indexentry{Chapter6.5|hyperpage}{260}
\indexentry{Chapter6.5.1|hyperpage}{260} \indexentry{Chapter6.5.1|hyperpage}{261}
\indexentry{Chapter6.5.2|hyperpage}{261} \indexentry{Chapter6.5.2|hyperpage}{261}
\indexentry{Chapter6.5.3|hyperpage}{261} \indexentry{Chapter6.5.3|hyperpage}{262}
\indexentry{Chapter6.5.4|hyperpage}{262} \indexentry{Chapter6.5.4|hyperpage}{262}
\indexentry{Chapter6.5.5|hyperpage}{262} \indexentry{Chapter6.5.5|hyperpage}{263}
\indexentry{Chapter6.6|hyperpage}{264} \indexentry{Chapter6.6|hyperpage}{264}
Book/mt-book-xelatex.ind deleted 100644 → 0
\begin{theindex}
\item Chapter1.1, \hyperpage{11}
\item Chapter1.2, \hyperpage{14}
\item Chapter1.3, \hyperpage{19}
\item Chapter1.4, \hyperpage{20}
\item Chapter1.4.1, \hyperpage{20}
\item Chapter1.4.2, \hyperpage{22}
\item Chapter1.4.3, \hyperpage{23}
\item Chapter1.4.4, \hyperpage{24}
\item Chapter1.4.5, \hyperpage{25}
\item Chapter1.5, \hyperpage{25}
\item Chapter1.5.1, \hyperpage{26}
\item Chapter1.5.2, \hyperpage{27}
\item Chapter1.5.2.1, \hyperpage{27}
\item Chapter1.5.2.2, \hyperpage{28}
\item Chapter1.5.2.3, \hyperpage{29}
\item Chapter1.6, \hyperpage{30}
\item Chapter1.7, \hyperpage{32}
\item Chapter1.7.1, \hyperpage{33}
\item Chapter1.7.1.1, \hyperpage{33}
\item Chapter1.7.1.2, \hyperpage{34}
\item Chapter1.7.2, \hyperpage{36}
\item Chapter1.8, \hyperpage{39}
\item Chapter2.1, \hyperpage{44}
\item Chapter2.2, \hyperpage{45}
\item Chapter2.2.1, \hyperpage{46}
\item Chapter2.2.2, \hyperpage{47}
\item Chapter2.2.3, \hyperpage{48}
\item Chapter2.2.4, \hyperpage{49}
\item Chapter2.2.5, \hyperpage{51}
\item Chapter2.2.5.1, \hyperpage{51}
\item Chapter2.2.5.2, \hyperpage{52}
\item Chapter2.2.5.3, \hyperpage{52}
\item Chapter2.3, \hyperpage{53}
\item Chapter2.3.1, \hyperpage{54}
\item Chapter2.3.2, \hyperpage{55}
\item Chapter2.3.2.1, \hyperpage{55}
\item Chapter2.3.2.2, \hyperpage{56}
\item Chapter2.3.2.3, \hyperpage{58}
\item Chapter2.4, \hyperpage{60}
\item Chapter2.4.1, \hyperpage{61}
\item Chapter2.4.2, \hyperpage{63}
\item Chapter2.4.2.1, \hyperpage{64}
\item Chapter2.4.2.2, \hyperpage{65}
\item Chapter2.4.2.3, \hyperpage{66}
\item Chapter2.5, \hyperpage{68}
\item Chapter2.5.1, \hyperpage{68}
\item Chapter2.5.2, \hyperpage{70}
\item Chapter2.5.3, \hyperpage{74}
\item Chapter2.6, \hyperpage{76}
\item Chapter3.1, \hyperpage{81}
\item Chapter3.2, \hyperpage{83}
\item Chapter3.2.1, \hyperpage{83}
\item Chapter3.2.1.1, \hyperpage{83}
\item Chapter3.2.1.2, \hyperpage{84}
\item Chapter3.2.1.3, \hyperpage{85}
\item Chapter3.2.2, \hyperpage{85}
\item Chapter3.2.3, \hyperpage{86}
\item Chapter3.2.3.1, \hyperpage{86}
\item Chapter3.2.3.2, \hyperpage{87}
\item Chapter3.2.3.3, \hyperpage{88}
\item Chapter3.2.4, \hyperpage{89}
\item Chapter3.2.4.1, \hyperpage{89}
\item Chapter3.2.4.2, \hyperpage{91}
\item Chapter3.2.5, \hyperpage{92}
\item Chapter3.3, \hyperpage{95}
\item Chapter3.3.1, \hyperpage{95}
\item Chapter3.3.2, \hyperpage{98}
\item Chapter3.3.2.1, \hyperpage{99}
\item Chapter3.3.2.2, \hyperpage{100}
\item Chapter3.3.2.3, \hyperpage{101}
\item Chapter3.4, \hyperpage{102}
\item Chapter3.4.1, \hyperpage{102}
\item Chapter3.4.2, \hyperpage{104}
\item Chapter3.4.3, \hyperpage{105}
\item Chapter3.4.4, \hyperpage{106}
\item Chapter3.4.4.1, \hyperpage{106}
\item Chapter3.4.4.2, \hyperpage{107}
\item Chapter3.5, \hyperpage{112}
\item Chapter3.5.1, \hyperpage{113}
\item Chapter3.5.2, \hyperpage{115}
\item Chapter3.5.3, \hyperpage{117}
\item Chapter3.5.4, \hyperpage{118}
\item Chapter3.5.5, \hyperpage{120}, \hyperpage{122}
\item Chapter3.6, \hyperpage{123}
\item Chapter3.6.1, \hyperpage{123}
\item Chapter3.6.2, \hyperpage{124}
\item Chapter3.6.4, \hyperpage{125}
\item Chapter3.6.5, \hyperpage{125}
\item Chapter3.7, \hyperpage{125}
\item Chapter5.1, \hyperpage{130}
\item Chapter5.1.1, \hyperpage{130}
\item Chapter5.1.1.1, \hyperpage{130}
\item Chapter5.1.1.2, \hyperpage{131}
\item Chapter5.1.1.3, \hyperpage{132}
\item Chapter5.1.2, \hyperpage{133}
\item Chapter5.1.2.1, \hyperpage{133}
\item Chapter5.1.2.2, \hyperpage{134}
\item Chapter5.2, \hyperpage{134}
\item Chapter5.2.1, \hyperpage{134}
\item Chapter5.2.1.1, \hyperpage{135}
\item Chapter5.2.1.2, \hyperpage{136}
\item Chapter5.2.1.3, \hyperpage{136}
\item Chapter5.2.1.4, \hyperpage{137}
\item Chapter5.2.1.5, \hyperpage{138}
\item Chapter5.2.1.6, \hyperpage{139}
\item Chapter5.2.2, \hyperpage{140}
\item Chapter5.2.2.1, \hyperpage{141}
\item Chapter5.2.2.2, \hyperpage{141}
\item Chapter5.2.2.3, \hyperpage{142}
\item Chapter5.2.2.4, \hyperpage{143}
\item Chapter5.2.3, \hyperpage{144}
\item Chapter5.2.3.1, \hyperpage{144}
\item Chapter5.2.3.2, \hyperpage{146}
\item Chapter5.2.4, \hyperpage{148}
\item Chapter5.3, \hyperpage{151}
\item Chapter5.3.1, \hyperpage{151}
\item Chapter5.3.1.1, \hyperpage{151}
\item Chapter5.3.1.2, \hyperpage{153}
\item Chapter5.3.1.3, \hyperpage{154}
\item Chapter5.3.2, \hyperpage{155}
\item Chapter5.3.3, \hyperpage{156}
\item Chapter5.3.4, \hyperpage{160}
\item Chapter5.3.5, \hyperpage{161}
\item Chapter5.4, \hyperpage{162}
\item Chapter5.4.1, \hyperpage{163}
\item Chapter5.4.2, \hyperpage{164}
\item Chapter5.4.2.1, \hyperpage{165}
\item Chapter5.4.2.2, \hyperpage{167}
\item Chapter5.4.2.3, \hyperpage{169}
\item Chapter5.4.3, \hyperpage{172}
\item Chapter5.4.4, \hyperpage{174}
\item Chapter5.4.4.1, \hyperpage{174}
\item Chapter5.4.4.2, \hyperpage{176}
\item Chapter5.4.4.3, \hyperpage{176}
\item Chapter5.4.5, \hyperpage{177}
\item Chapter5.4.6, \hyperpage{178}
\item Chapter5.4.6.1, \hyperpage{179}
\item Chapter5.4.6.2, \hyperpage{181}
\item Chapter5.4.6.3, \hyperpage{182}
\item Chapter5.5, \hyperpage{183}
\item Chapter5.5.1, \hyperpage{184}
\item Chapter5.5.1.1, \hyperpage{185}
\item Chapter5.5.1.2, \hyperpage{187}
\item Chapter5.5.1.3, \hyperpage{188}
\item Chapter5.5.1.4, \hyperpage{189}
\item Chapter5.5.2, \hyperpage{190}
\item Chapter5.5.2.1, \hyperpage{190}
\item Chapter5.5.2.2, \hyperpage{190}
\item Chapter5.5.3, \hyperpage{192}
\item Chapter5.5.3.1, \hyperpage{192}
\item Chapter5.5.3.2, \hyperpage{194}
\item Chapter5.5.3.3, \hyperpage{195}
\item Chapter5.5.3.4, \hyperpage{195}
\item Chapter5.5.3.5, \hyperpage{196}
\item Chapter5.6, \hyperpage{197}
\item Chapter6.1, \hyperpage{199}
\item Chapter6.1.1, \hyperpage{201}
\item Chapter6.1.2, \hyperpage{203}
\item Chapter6.1.3, \hyperpage{206}
\item Chapter6.2, \hyperpage{207}
\item Chapter6.2.1, \hyperpage{208}
\item Chapter6.2.2, \hyperpage{209}
\item Chapter6.2.3, \hyperpage{210}
\item Chapter6.2.4, \hyperpage{211}
\item Chapter6.3, \hyperpage{212}
\item Chapter6.3.1, \hyperpage{213}
\item Chapter6.3.2, \hyperpage{216}
\item Chapter6.3.3, \hyperpage{219}
\item Chapter6.3.3.1, \hyperpage{219}
\item Chapter6.3.3.2, \hyperpage{220}
\item Chapter6.3.3.3, \hyperpage{222}
\item Chapter6.3.3.4, \hyperpage{223}
\item Chapter6.3.3.5, \hyperpage{224}
\item Chapter6.3.4, \hyperpage{224}
\item Chapter6.3.4.1, \hyperpage{225}
\item Chapter6.3.4.2, \hyperpage{227}
\item Chapter6.3.4.3, \hyperpage{230}
\item Chapter6.3.5, \hyperpage{232}
\item Chapter6.3.5.1, \hyperpage{232}
\item Chapter6.3.5.2, \hyperpage{233}
\item Chapter6.3.5.3, \hyperpage{233}
\item Chapter6.3.5.4, \hyperpage{233}
\item Chapter6.3.5.5, \hyperpage{234, 235}
\item Chapter6.3.6, \hyperpage{238}
\item Chapter6.3.6.1, \hyperpage{239}
\item Chapter6.3.6.2, \hyperpage{240}
\item Chapter6.3.6.3, \hyperpage{241}
\item Chapter6.3.7, \hyperpage{242}
\item Chapter6.4, \hyperpage{243}
\item Chapter6.4.1, \hyperpage{244}
\item Chapter6.4.10, \hyperpage{259}
\item Chapter6.4.2, \hyperpage{246}
\item Chapter6.4.3, \hyperpage{248}
\item Chapter6.4.4, \hyperpage{250}
\item Chapter6.4.5, \hyperpage{252}
\item Chapter6.4.6, \hyperpage{253}
\item Chapter6.4.7, \hyperpage{254}
\item Chapter6.4.8, \hyperpage{256}
\item Chapter6.4.9, \hyperpage{257}
\item Chapter6.5, \hyperpage{260}
\item Chapter6.5.1, \hyperpage{260}
\item Chapter6.5.2, \hyperpage{261}
\item Chapter6.5.3, \hyperpage{261}
\item Chapter6.5.4, \hyperpage{262}
\item Chapter6.5.5, \hyperpage{262}
\item Chapter6.6, \hyperpage{264}
\end{theindex}
Book/mt-book-xelatex.ptc 0 → 100644
\boolfalse {citerequest}\boolfalse {citetracker}\boolfalse {pagetracker}\boolfalse {backtracker}\relax
\defcounter {refsection}{0}\relax
\select@language {english}
\defcounter {refsection}{0}\relax
\contentsline {part}{\@mypartnumtocformat {I}{统计建模基础}}{9}{part.1}
\ttl@starttoc {default@1}
\defcounter {refsection}{0}\relax
\contentsline {chapter}{\numberline {1}机器翻译简介}{11}{chapter.1}
\defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {1.1}机器翻译的概念}{11}{section.1.1}
\defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {1.2}机器翻译简史}{14}{section.1.2}
\defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {1.3}机器翻译现状}{19}{section.1.3}
\defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {1.4}机器翻译方法}{20}{section.1.4}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {1.4.1}基于规则的机器翻译}{20}{subsection.1.4.1}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {1.4.2}基于实例的机器翻译}{22}{subsection.1.4.2}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {1.4.3}统计机器翻译}{23}{subsection.1.4.3}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {1.4.4}神经机器翻译}{24}{subsection.1.4.4}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {1.4.5}对比分析}{25}{subsection.1.4.5}
\defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {1.5}翻译质量评价}{25}{section.1.5}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {1.5.1}人工评价}{26}{subsection.1.5.1}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {1.5.2}自动评价}{27}{subsection.1.5.2}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{BLEU}{27}{section*.15}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{TER}{28}{section*.16}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{基于检测点的评价}{29}{section*.17}
\defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {1.6}机器翻译应用}{30}{section.1.6}
\defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {1.7}开源项目与评测}{32}{section.1.7}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {1.7.1}开源机器翻译系统}{33}{subsection.1.7.1}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{统计机器翻译开源系统}{33}{section*.19}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{神经机器翻译开源系统}{34}{section*.20}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {1.7.2}常用数据集及公开评测任务}{36}{subsection.1.7.2}
\defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {1.8}推荐学习资源}{39}{section.1.8}
\defcounter {refsection}{0}\relax
\contentsline {chapter}{\numberline {2}词法、语法及统计建模基础}{43}{chapter.2}
\defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {2.1}问题概述 }{44}{section.2.1}
\defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {2.2}概率论基础}{45}{section.2.2}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {2.2.1}随机变量和概率}{46}{subsection.2.2.1}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {2.2.2}联合概率、条件概率和边缘概率}{47}{subsection.2.2.2}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {2.2.3}链式法则}{48}{subsection.2.2.3}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {2.2.4}贝叶斯法则}{49}{subsection.2.2.4}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {2.2.5}KL距离和熵}{51}{subsection.2.2.5}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（一）信息熵}{51}{section*.27}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（二）KL距离}{52}{section*.29}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（三）交叉熵}{53}{section*.30}
\defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {2.3}中文分词}{53}{section.2.3}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {2.3.1}基于词典的分词方法}{54}{subsection.2.3.1}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {2.3.2}基于统计的分词方法}{55}{subsection.2.3.2}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{统计模型的学习与推断}{56}{section*.34}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{掷骰子游戏}{56}{section*.36}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{全概率分词方法}{58}{section*.40}
\defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {2.4}$n$-gram语言模型 }{61}{section.2.4}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {2.4.1}建模}{61}{subsection.2.4.1}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {2.4.2}未登录词和平滑算法}{63}{subsection.2.4.2}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{加法平滑方法}{64}{section*.47}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{古德-图灵估计法}{65}{section*.49}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{Kneser-Ney平滑方法}{67}{section*.51}
\defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {2.5}句法分析（短语结构）}{68}{section.2.5}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {2.5.1}句子的句法树表示}{69}{subsection.2.5.1}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {2.5.2}上下文无关文法}{70}{subsection.2.5.2}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {2.5.3}规则和推导的概率}{74}{subsection.2.5.3}
\defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {2.6}小结及深入阅读}{76}{section.2.6}
\defcounter {refsection}{0}\relax
\contentsline {part}{\@mypartnumtocformat {II}{统计机器翻译}}{79}{part.2}
\ttl@stoptoc {default@1}
\ttl@starttoc {default@2}
\defcounter {refsection}{0}\relax
\contentsline {chapter}{\numberline {3}基于词的机器翻译模型}{81}{chapter.3}
\defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {3.1}什么是基于词的翻译模型}{81}{section.3.1}
\defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {3.2}构建一个简单的机器翻译系统}{83}{section.3.2}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {3.2.1}如何进行翻译？}{83}{subsection.3.2.1}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（二）机器翻译流程}{84}{section*.66}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（三）人工 vs. 机器}{85}{section*.68}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {3.2.2}基本框架}{85}{subsection.3.2.2}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {3.2.3}单词翻译概率}{86}{subsection.3.2.3}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（一）什么是单词翻译概率？}{86}{section*.70}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（二）如何从一个双语平行数据中学习？}{87}{section*.72}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（三）如何从大量的双语平行数据中学习？}{88}{section*.73}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {3.2.4}句子级翻译模型}{89}{subsection.3.2.4}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（一）句子级翻译的基础模型}{89}{section*.75}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（二）生成流畅的译文}{91}{section*.77}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {3.2.5}解码}{92}{subsection.3.2.5}
\defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {3.3}基于词的翻译建模}{95}{section.3.3}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {3.3.1}噪声信道模型}{95}{subsection.3.3.1}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {3.3.2}统计机器翻译的三个基本问题}{98}{subsection.3.3.2}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{词对齐}{99}{section*.86}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{基于词对齐的翻译模型}{100}{section*.89}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{基于词对齐的翻译实例}{101}{section*.91}
\defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {3.4}IBM模型1-2}{102}{section.3.4}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {3.4.1}IBM模型1}{102}{subsection.3.4.1}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {3.4.2}IBM模型2}{104}{subsection.3.4.2}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {3.4.3}解码及计算优化}{105}{subsection.3.4.3}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {3.4.4}训练}{106}{subsection.3.4.4}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（一）目标函数}{106}{section*.96}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（二）优化}{107}{section*.98}
\defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {3.5}IBM模型3-5及隐马尔可夫模型}{112}{section.3.5}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {3.5.1}基于产出率的翻译模型}{113}{subsection.3.5.1}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {3.5.2}IBM 模型3}{115}{subsection.3.5.2}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {3.5.3}IBM 模型4}{117}{subsection.3.5.3}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {3.5.4} IBM 模型5}{118}{subsection.3.5.4}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {3.5.5}隐马尔可夫模型}{120}{subsection.3.5.5}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{隐马尔可夫模型}{120}{section*.110}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{词对齐模型}{121}{section*.112}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {3.5.6}解码和训练}{122}{subsection.3.5.6}
\defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {3.6}问题分析}{123}{section.3.6}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {3.6.1}词对齐及对称化}{123}{subsection.3.6.1}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {3.6.2}Deficiency}{124}{subsection.3.6.2}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {3.6.3}句子长度}{125}{subsection.3.6.3}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {3.6.4}其它问题}{125}{subsection.3.6.4}
\defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {3.7}小结及深入阅读}{125}{section.3.7}
\defcounter {refsection}{0}\relax
\contentsline {part}{\@mypartnumtocformat {III}{神经机器翻译}}{127}{part.3}
\ttl@stoptoc {default@2}
\ttl@starttoc {default@3}
\defcounter {refsection}{0}\relax
\contentsline {chapter}{\numberline {4}人工神经网络和神经语言建模}{129}{chapter.4}
\defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {4.1}深度学习与人工神经网络}{130}{section.4.1}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {4.1.1}发展简史}{130}{subsection.4.1.1}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（一）早期的人工神经网络和第一次寒冬}{130}{section*.114}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（二）神经网络的第二次高潮和第二次寒冬}{131}{section*.115}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（三）深度学习和神经网络的崛起}{132}{section*.116}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {4.1.2}为什么需要深度学习}{133}{subsection.4.1.2}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（一）端到端学习和表示学习}{133}{section*.118}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（二）深度学习的效果}{134}{section*.120}
\defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {4.2}神经网络基础}{134}{section.4.2}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {4.2.1}线性代数基础}{134}{subsection.4.2.1}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（一）标量、向量和矩阵}{135}{section*.122}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（二）矩阵的转置}{136}{section*.123}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（三）矩阵加法和数乘}{136}{section*.124}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（四）矩阵乘法和矩阵点乘}{137}{section*.125}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（五）线性映射}{138}{section*.126}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（六）范数}{139}{section*.127}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {4.2.2}人工神经元和感知机}{140}{subsection.4.2.2}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（一）感知机\ \raisebox {0.5mm}{------}\ 最简单的人工神经元模型}{141}{section*.130}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（二）神经元内部权重}{141}{section*.133}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（三）神经元的输入\ \raisebox {0.5mm}{------}\ 离散 vs 连续}{142}{section*.135}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（四）神经元内部的参数学习}{143}{section*.137}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {4.2.3}多层神经网络}{144}{subsection.4.2.3}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（一）线性变换和激活函数}{144}{section*.139}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（二）单层神经网络$\rightarrow $多层神经网络}{146}{section*.146}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {4.2.4}函数拟合能力}{148}{subsection.4.2.4}
\defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {4.3}神经网络的张量实现}{151}{section.4.3}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {4.3.1} 张量及其计算}{151}{subsection.4.3.1}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（一）张量}{151}{section*.156}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（二）张量的矩阵乘法}{153}{section*.159}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（三）张量的单元操作}{154}{section*.161}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {4.3.2}张量的物理存储形式}{155}{subsection.4.3.2}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {4.3.3}使用开源框架实现张量计算}{156}{subsection.4.3.3}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {4.3.4}神经网络中的前向传播}{160}{subsection.4.3.4}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {4.3.5}神经网络实例}{161}{subsection.4.3.5}
\defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {4.4}神经网络的参数训练}{162}{section.4.4}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {4.4.1}损失函数}{163}{subsection.4.4.1}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {4.4.2}基于梯度的参数优化}{164}{subsection.4.4.2}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（一）梯度下降}{165}{section*.179}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（二）梯度获取}{167}{section*.181}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（三）基于梯度的方法的变种和改进}{169}{section*.185}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {4.4.3}参数更新的并行化策略}{172}{subsection.4.4.3}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {4.4.4}梯度消失、梯度爆炸和稳定性训练}{174}{subsection.4.4.4}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（一）梯度消失现象及解决方法}{174}{section*.188}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（二）梯度爆炸现象及解决方法}{175}{section*.192}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（三）稳定性训练}{175}{section*.193}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {4.4.5}过拟合}{177}{subsection.4.4.5}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {4.4.6}反向传播}{178}{subsection.4.4.6}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（一）输出层的反向传播}{179}{section*.196}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（二）隐藏层的反向传播}{181}{section*.200}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（三）程序实现}{182}{section*.203}
\defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {4.5}神经语言模型}{184}{section.4.5}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {4.5.1}基于神经网络的语言建模}{184}{subsection.4.5.1}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（一）基于前馈神经网络的语言模型}{185}{section*.206}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（二）基于循环神经网络的语言模型}{187}{section*.209}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（三）基于自注意力机制的语言模型}{188}{section*.211}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（四）语言模型的评价}{189}{section*.213}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {4.5.2}单词表示模型}{190}{subsection.4.5.2}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（一）One-hot编码}{190}{section*.214}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（二）分布式表示}{190}{section*.216}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {4.5.3}句子表示模型及预训练}{192}{subsection.4.5.3}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（一）简单的上下文表示模型}{192}{section*.220}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（二）ELMO模型}{194}{section*.223}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（三）GPT模型}{194}{section*.225}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（四）BERT模型}{195}{section*.227}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{（五）为什么要预训练？}{196}{section*.229}
\defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {4.6}小结及深入阅读}{196}{section.4.6}
\defcounter {refsection}{0}\relax
\contentsline {chapter}{\numberline {5}神经机器翻译模型}{199}{chapter.5}
\defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {5.1}神经机器翻译的发展简史}{199}{section.5.1}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {5.1.1}神经机器翻译的起源}{201}{subsection.5.1.1}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {5.1.2}神经机器翻译的品质 }{203}{subsection.5.1.2}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {5.1.3}神经机器翻译的优势 }{206}{subsection.5.1.3}
\defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {5.2}编码器-解码器框架}{208}{section.5.2}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {5.2.1}框架结构}{208}{subsection.5.2.1}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {5.2.2}表示学习}{209}{subsection.5.2.2}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {5.2.3}简单的运行实例}{210}{subsection.5.2.3}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {5.2.4}机器翻译范式的对比}{211}{subsection.5.2.4}
\defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {5.3}基于循环神经网络的翻译模型及注意力机制}{212}{section.5.3}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {5.3.1}建模}{214}{subsection.5.3.1}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {5.3.2}输入（词嵌入）及输出（Softmax）}{216}{subsection.5.3.2}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {5.3.3}循环神经网络结构}{220}{subsection.5.3.3}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{循环神经单元（RNN）}{220}{section*.251}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{长短时记忆网络（LSTM）}{220}{section*.252}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{门控循环单元（GRU）}{222}{section*.255}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{双向模型}{223}{section*.257}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{多层循环神经网络}{225}{section*.259}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {5.3.4}注意力机制}{225}{subsection.5.3.4}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{翻译中的注意力机制}{226}{section*.262}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{上下文向量的计算}{227}{section*.265}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{注意力机制的解读}{230}{section*.270}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {5.3.5}训练}{232}{subsection.5.3.5}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{损失函数}{233}{section*.273}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{长参数初始化}{233}{section*.274}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{优化策略}{234}{section*.275}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{梯度裁剪}{234}{section*.277}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{学习率策略}{235}{section*.278}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{并行训练}{236}{section*.281}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {5.3.6}推断}{237}{subsection.5.3.6}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{贪婪搜索}{239}{section*.285}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{束搜索}{240}{section*.288}
\defcounter {refsection}{0}\relax
\contentsline {subsubsection}{长度惩罚}{241}{section*.290}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {5.3.7}实例-GNMT}{242}{subsection.5.3.7}
\defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {5.4}Transformer}{244}{section.5.4}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {5.4.1}自注意力模型}{245}{subsection.5.4.1}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {5.4.2}Transformer架构}{246}{subsection.5.4.2}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {5.4.3}位置编码}{249}{subsection.5.4.3}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {5.4.4}基于点乘的注意力机制}{251}{subsection.5.4.4}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {5.4.5}掩码操作}{252}{subsection.5.4.5}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {5.4.6}多头注意力}{253}{subsection.5.4.6}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {5.4.7}残差网络和层正则化}{255}{subsection.5.4.7}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {5.4.8}前馈全连接网络子层}{256}{subsection.5.4.8}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {5.4.9}训练}{257}{subsection.5.4.9}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {5.4.10}推断}{260}{subsection.5.4.10}
\defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {5.5}序列到序列问题及应用}{260}{section.5.5}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {5.5.1}自动问答}{261}{subsection.5.5.1}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {5.5.2}自动文摘}{261}{subsection.5.5.2}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {5.5.3}文言文翻译}{262}{subsection.5.5.3}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {5.5.4}对联生成}{262}{subsection.5.5.4}
\defcounter {refsection}{0}\relax
\contentsline {subsection}{\numberline {5.5.5}古诗生成}{263}{subsection.5.5.5}
\defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {5.6}小结及深入阅读}{264}{section.5.6}
\defcounter {refsection}{0}\relax
\contentsline {chapter}{\numberline {A}附录A}{267}{Appendix.1.A}
\defcounter {refsection}{0}\relax
\contentsline {chapter}{\numberline {B}附录B}{269}{Appendix.2.B}
\defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {B.1}IBM模型3训练方法}{269}{section.2.B.1}
\defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {B.2}IBM模型4训练方法}{271}{section.2.B.2}
\defcounter {refsection}{0}\relax
\contentsline {section}{\numberline {B.3}IBM模型5训练方法}{272}{section.2.B.3}
\contentsfinish
Book/mt-book.bbl deleted 100644 → 0
This source diff could not be displayed because it is too large. You can view the blob instead.
Markdown 格式
0% 或
您添加了 0 人 到此讨论。请谨慎行事。
请先完成此评论的编辑！
请 注册 或者 后发表评论