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On 2/24/2010 9:56 AM, denisdeis wrote:
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<p class="MsoNormal">Dear Dr <em><span
style="font-family: "Calibri","sans-serif";">Andreas</span></em>
Stolcke,<br>
<br>
I want to train a class-based model for a dataset d1. Now I have a
dictionary
with 65k vocabs. The dictionary was created by several different
datasets and
d1 can only cover 30k vocabs in the dictionary . I also trained the
word-ngram
model for d1 and want to interpolate with the class-based model. I used
ngram-class to get class definition and I also used <span
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<u1:DontVertAlignCellWithSp/>
<u1:DontBreakConstrainedForcedTables/>
<u1:DontVertAlignInTxbx/>
<u1:Word11KerningPairs/>
<u1:CachedColBalance/>
<u1:UseFELayout/>
</u1:Compatibility>
<u2:mathPr>
<u2:mathFont u2:val="Cambria Math"/>
<u2:brkBin u2:val="before"/>
<u2:brkBinSub u2:val="--"/>
<u2:smallFrac u2:val="off"/>
<u2:dispDef/>
<u2:lMargin u2:val="0"/>
<u2:rMargin u2:val="0"/>
<u2:defJc u2:val="centerGroup"/>
<u2:wrapIndent u2:val="1440"/>
<u2:intLim u2:val="subSup"/>
<u2:naryLim u2:val="undOvr"/>
</u2:mathPr>
</u1:WordDocument>
</xml><![endif]--><!--[if gte mso 9]><xml>
<u3:LatentStyles DefLockedState="false" DefUnhideWhenUsed="true" DefSemiHidden="true" DefQFormat="false" DefPriority="99" LatentStyleCount="267">
<u3:LsdException Locked="false" Priority="0" SemiHidden="false" UnhideWhenUsed="false" QFormat="true" Name="Normal"/>
<u3:LsdException Locked="false" Priority="9" SemiHidden="false" UnhideWhenUsed="false" QFormat="true" Name="heading 1"/>
<u3:LsdException Locked="false" Priority="9" QFormat="true" Name="heading 2"/>
<u3:LsdException Locked="false" Priority="9" QFormat="true" Name="heading 3"/>
<u3:LsdException Locked="false" Priority="9" QFormat="true" Name="heading 4"/>
<u3:LsdException Locked="false" Priority="9" QFormat="true" Name="heading 5"/>
<u3:LsdException Locked="false" Priority="9" QFormat="true" Name="heading 6"/>
<u3:LsdException Locked="false" Priority="9" QFormat="true" Name="heading 7"/>
<u3:LsdException Locked="false" Priority="9" QFormat="true" Name="heading 8"/>
<u3:LsdException Locked="false" Priority="9" QFormat="true" Name="heading 9"/>
<u3:LsdException Locked="false" Priority="39" Name="toc 1"/>
<u3:LsdException Locked="false" Priority="39" Name="toc 2"/>
<u3:LsdException Locked="false" Priority="39" Name="toc 3"/>
<u3:LsdException Locked="false" Priority="39" Name="toc 4"/>
<u3:LsdException Locked="false" Priority="39" Name="toc 5"/>
<u3:LsdException Locked="false" Priority="39" Name="toc 6"/>
<u3:LsdException Locked="false" Priority="39" Name="toc 7"/>
<u3:LsdException Locked="false" Priority="39" Name="toc 8"/>
<u3:LsdException Locked="false" Priority="39" Name="toc 9"/>
<u3:LsdException Locked="false" Priority="35" QFormat="true" Name="caption"/>
<u3:LsdException Locked="false" Priority="10" SemiHidden="false" UnhideWhenUsed="false" QFormat="true" Name="Title"/>
<u3:LsdException Locked="false" Priority="1" Name="Default Paragraph Font"/>
<u3:LsdException Locked="false" Priority="11" SemiHidden="false" UnhideWhenUsed="false" QFormat="true" Name="Subtitle"/>
<u3:LsdException Locked="false" Priority="22" SemiHidden="false" UnhideWhenUsed="false" QFormat="true" Name="Strong"/>
<u3:LsdException Locked="false" Priority="20" SemiHidden="false" UnhideWhenUsed="false" QFormat="true" Name="Emphasis"/>
<u3:LsdException Locked="false" Priority="59" SemiHidden="false" UnhideWhenUsed="false" Name="Table Grid"/>
<u3:LsdException Locked="false" UnhideWhenUsed="false" Name="Placeholder Text"/>
<u3:LsdException Locked="false" Priority="1" SemiHidden="false" UnhideWhenUsed="false" QFormat="true" Name="No Spacing"/>
<u3:LsdException Locked="false" Priority="60" SemiHidden="false" UnhideWhenUsed="false" Name="Light Shading"/>
<u3:LsdException Locked="false" Priority="61" SemiHidden="false" UnhideWhenUsed="false" Name="Light List"/>
<u3:LsdException Locked="false" Priority="62" SemiHidden="false" UnhideWhenUsed="false" Name="Light Grid"/>
<u3:LsdException Locked="false" Priority="63" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Shading 1"/>
<u3:LsdException Locked="false" Priority="64" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Shading 2"/>
<u3:LsdException Locked="false" Priority="65" SemiHidden="false" UnhideWhenUsed="false" Name="Medium List 1"/>
<u3:LsdException Locked="false" Priority="66" SemiHidden="false" UnhideWhenUsed="false" Name="Medium List 2"/>
<u3:LsdException Locked="false" Priority="67" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Grid 1"/>
<u3:LsdException Locked="false" Priority="68" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Grid 2"/>
<u3:LsdException Locked="false" Priority="69" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Grid 3"/>
<u3:LsdException Locked="false" Priority="70" SemiHidden="false" UnhideWhenUsed="false" Name="Dark List"/>
<u3:LsdException Locked="false" Priority="71" SemiHidden="false" UnhideWhenUsed="false" Name="Colorful Shading"/>
<u3:LsdException Locked="false" Priority="72" SemiHidden="false" UnhideWhenUsed="false" Name="Colorful List"/>
<u3:LsdException Locked="false" Priority="73" SemiHidden="false" UnhideWhenUsed="false" Name="Colorful Grid"/>
<u3:LsdException Locked="false" Priority="60" SemiHidden="false" UnhideWhenUsed="false" Name="Light Shading Accent 1"/>
<u3:LsdException Locked="false" Priority="61" SemiHidden="false" UnhideWhenUsed="false" Name="Light List Accent 1"/>
<u3:LsdException Locked="false" Priority="62" SemiHidden="false" UnhideWhenUsed="false" Name="Light Grid Accent 1"/>
<u3:LsdException Locked="false" Priority="63" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Shading 1 Accent 1"/>
<u3:LsdException Locked="false" Priority="64" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Shading 2 Accent 1"/>
<u3:LsdException Locked="false" Priority="65" SemiHidden="false" UnhideWhenUsed="false" Name="Medium List 1 Accent 1"/>
<u3:LsdException Locked="false" UnhideWhenUsed="false" Name="Revision"/>
<u3:LsdException Locked="false" Priority="34" SemiHidden="false" UnhideWhenUsed="false" QFormat="true" Name="List Paragraph"/>
<u3:LsdException Locked="false" Priority="29" SemiHidden="false" UnhideWhenUsed="false" QFormat="true" Name="Quote"/>
<u3:LsdException Locked="false" Priority="30" SemiHidden="false" UnhideWhenUsed="false" QFormat="true" Name="Intense Quote"/>
<u3:LsdException Locked="false" Priority="66" SemiHidden="false" UnhideWhenUsed="false" Name="Medium List 2 Accent 1"/>
<u3:LsdException Locked="false" Priority="67" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Grid 1 Accent 1"/>
<u3:LsdException Locked="false" Priority="68" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Grid 2 Accent 1"/>
<u3:LsdException Locked="false" Priority="69" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Grid 3 Accent 1"/>
<u3:LsdException Locked="false" Priority="70" SemiHidden="false" UnhideWhenUsed="false" Name="Dark List Accent 1"/>
<u3:LsdException Locked="false" Priority="71" SemiHidden="false" UnhideWhenUsed="false" Name="Colorful Shading Accent 1"/>
<u3:LsdException Locked="false" Priority="72" SemiHidden="false" UnhideWhenUsed="false" Name="Colorful List Accent 1"/>
<u3:LsdException Locked="false" Priority="73" SemiHidden="false" UnhideWhenUsed="false" Name="Colorful Grid Accent 1"/>
<u3:LsdException Locked="false" Priority="60" SemiHidden="false" UnhideWhenUsed="false" Name="Light Shading Accent 2"/>
<u3:LsdException Locked="false" Priority="61" SemiHidden="false" UnhideWhenUsed="false" Name="Light List Accent 2"/>
<u3:LsdException Locked="false" Priority="62" SemiHidden="false" UnhideWhenUsed="false" Name="Light Grid Accent 2"/>
<u3:LsdException Locked="false" Priority="63" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Shading 1 Accent 2"/>
<u3:LsdException Locked="false" Priority="64" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Shading 2 Accent 2"/>
<u3:LsdException Locked="false" Priority="65" SemiHidden="false" UnhideWhenUsed="false" Name="Medium List 1 Accent 2"/>
<u3:LsdException Locked="false" Priority="66" SemiHidden="false" UnhideWhenUsed="false" Name="Medium List 2 Accent 2"/>
<u3:LsdException Locked="false" Priority="67" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Grid 1 Accent 2"/>
<u3:LsdException Locked="false" Priority="68" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Grid 2 Accent 2"/>
<u3:LsdException Locked="false" Priority="69" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Grid 3 Accent 2"/>
<u3:LsdException Locked="false" Priority="70" SemiHidden="false" UnhideWhenUsed="false" Name="Dark List Accent 2"/>
<u3:LsdException Locked="false" Priority="71" SemiHidden="false" UnhideWhenUsed="false" Name="Colorful Shading Accent 2"/>
<u3:LsdException Locked="false" Priority="72" SemiHidden="false" UnhideWhenUsed="false" Name="Colorful List Accent 2"/>
<u3:LsdException Locked="false" Priority="73" SemiHidden="false" UnhideWhenUsed="false" Name="Colorful Grid Accent 2"/>
<u3:LsdException Locked="false" Priority="60" SemiHidden="false" UnhideWhenUsed="false" Name="Light Shading Accent 3"/>
<u3:LsdException Locked="false" Priority="61" SemiHidden="false" UnhideWhenUsed="false" Name="Light List Accent 3"/>
<u3:LsdException Locked="false" Priority="62" SemiHidden="false" UnhideWhenUsed="false" Name="Light Grid Accent 3"/>
<u3:LsdException Locked="false" Priority="63" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Shading 1 Accent 3"/>
<u3:LsdException Locked="false" Priority="64" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Shading 2 Accent 3"/>
<u3:LsdException Locked="false" Priority="65" SemiHidden="false" UnhideWhenUsed="false" Name="Medium List 1 Accent 3"/>
<u3:LsdException Locked="false" Priority="66" SemiHidden="false" UnhideWhenUsed="false" Name="Medium List 2 Accent 3"/>
<u3:LsdException Locked="false" Priority="67" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Grid 1 Accent 3"/>
<u3:LsdException Locked="false" Priority="68" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Grid 2 Accent 3"/>
<u3:LsdException Locked="false" Priority="69" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Grid 3 Accent 3"/>
<u3:LsdException Locked="false" Priority="70" SemiHidden="false" UnhideWhenUsed="false" Name="Dark List Accent 3"/>
<u3:LsdException Locked="false" Priority="71" SemiHidden="false" UnhideWhenUsed="false" Name="Colorful Shading Accent 3"/>
<u3:LsdException Locked="false" Priority="72" SemiHidden="false" UnhideWhenUsed="false" Name="Colorful List Accent 3"/>
<u3:LsdException Locked="false" Priority="73" SemiHidden="false" UnhideWhenUsed="false" Name="Colorful Grid Accent 3"/>
<u3:LsdException Locked="false" Priority="60" SemiHidden="false" UnhideWhenUsed="false" Name="Light Shading Accent 4"/>
<u3:LsdException Locked="false" Priority="61" SemiHidden="false" UnhideWhenUsed="false" Name="Light List Accent 4"/>
<u3:LsdException Locked="false" Priority="62" SemiHidden="false" UnhideWhenUsed="false" Name="Light Grid Accent 4"/>
<u3:LsdException Locked="false" Priority="63" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Shading 1 Accent 4"/>
<u3:LsdException Locked="false" Priority="64" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Shading 2 Accent 4"/>
<u3:LsdException Locked="false" Priority="65" SemiHidden="false" UnhideWhenUsed="false" Name="Medium List 1 Accent 4"/>
<u3:LsdException Locked="false" Priority="66" SemiHidden="false" UnhideWhenUsed="false" Name="Medium List 2 Accent 4"/>
<u3:LsdException Locked="false" Priority="67" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Grid 1 Accent 4"/>
<u3:LsdException Locked="false" Priority="68" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Grid 2 Accent 4"/>
<u3:LsdException Locked="false" Priority="69" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Grid 3 Accent 4"/>
<u3:LsdException Locked="false" Priority="70" SemiHidden="false" UnhideWhenUsed="false" Name="Dark List Accent 4"/>
<u3:LsdException Locked="false" Priority="71" SemiHidden="false" UnhideWhenUsed="false" Name="Colorful Shading Accent 4"/>
<u3:LsdException Locked="false" Priority="72" SemiHidden="false" UnhideWhenUsed="false" Name="Colorful List Accent 4"/>
<u3:LsdException Locked="false" Priority="73" SemiHidden="false" UnhideWhenUsed="false" Name="Colorful Grid Accent 4"/>
<u3:LsdException Locked="false" Priority="60" SemiHidden="false" UnhideWhenUsed="false" Name="Light Shading Accent 5"/>
<u3:LsdException Locked="false" Priority="61" SemiHidden="false" UnhideWhenUsed="false" Name="Light List Accent 5"/>
<u3:LsdException Locked="false" Priority="62" SemiHidden="false" UnhideWhenUsed="false" Name="Light Grid Accent 5"/>
<u3:LsdException Locked="false" Priority="63" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Shading 1 Accent 5"/>
<u3:LsdException Locked="false" Priority="64" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Shading 2 Accent 5"/>
<u3:LsdException Locked="false" Priority="65" SemiHidden="false" UnhideWhenUsed="false" Name="Medium List 1 Accent 5"/>
<u3:LsdException Locked="false" Priority="66" SemiHidden="false" UnhideWhenUsed="false" Name="Medium List 2 Accent 5"/>
<u3:LsdException Locked="false" Priority="67" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Grid 1 Accent 5"/>
<u3:LsdException Locked="false" Priority="68" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Grid 2 Accent 5"/>
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<u3:LsdException Locked="false" Priority="70" SemiHidden="false" UnhideWhenUsed="false" Name="Dark List Accent 5"/>
<u3:LsdException Locked="false" Priority="71" SemiHidden="false" UnhideWhenUsed="false" Name="Colorful Shading Accent 5"/>
<u3:LsdException Locked="false" Priority="72" SemiHidden="false" UnhideWhenUsed="false" Name="Colorful List Accent 5"/>
<u3:LsdException Locked="false" Priority="73" SemiHidden="false" UnhideWhenUsed="false" Name="Colorful Grid Accent 5"/>
<u3:LsdException Locked="false" Priority="60" SemiHidden="false" UnhideWhenUsed="false" Name="Light Shading Accent 6"/>
<u3:LsdException Locked="false" Priority="61" SemiHidden="false" UnhideWhenUsed="false" Name="Light List Accent 6"/>
<u3:LsdException Locked="false" Priority="62" SemiHidden="false" UnhideWhenUsed="false" Name="Light Grid Accent 6"/>
<u3:LsdException Locked="false" Priority="63" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Shading 1 Accent 6"/>
<u3:LsdException Locked="false" Priority="64" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Shading 2 Accent 6"/>
<u3:LsdException Locked="false" Priority="65" SemiHidden="false" UnhideWhenUsed="false" Name="Medium List 1 Accent 6"/>
<u3:LsdException Locked="false" Priority="66" SemiHidden="false" UnhideWhenUsed="false" Name="Medium List 2 Accent 6"/>
<u3:LsdException Locked="false" Priority="67" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Grid 1 Accent 6"/>
<u3:LsdException Locked="false" Priority="68" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Grid 2 Accent 6"/>
<u3:LsdException Locked="false" Priority="69" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Grid 3 Accent 6"/>
<u3:LsdException Locked="false" Priority="70" SemiHidden="false" UnhideWhenUsed="false" Name="Dark List Accent 6"/>
<u3:LsdException Locked="false" Priority="71" SemiHidden="false" UnhideWhenUsed="false" Name="Colorful Shading Accent 6"/>
<u3:LsdException Locked="false" Priority="72" SemiHidden="false" UnhideWhenUsed="false" Name="Colorful List Accent 6"/>
<u3:LsdException Locked="false" Priority="73" SemiHidden="false" UnhideWhenUsed="false" Name="Colorful Grid Accent 6"/>
<u3:LsdException Locked="false" Priority="19" SemiHidden="false" UnhideWhenUsed="false" QFormat="true" Name="Subtle Emphasis"/>
<u3:LsdException Locked="false" Priority="21" SemiHidden="false" UnhideWhenUsed="false" QFormat="true" Name="Intense Emphasis"/>
<u3:LsdException Locked="false" Priority="31" SemiHidden="false" UnhideWhenUsed="false" QFormat="true" Name="Subtle Reference"/>
<u3:LsdException Locked="false" Priority="32" SemiHidden="false" UnhideWhenUsed="false" QFormat="true" Name="Intense Reference"/>
<u3:LsdException Locked="false" Priority="33" SemiHidden="false" UnhideWhenUsed="false" QFormat="true" Name="Book Title"/>
<u3:LsdException Locked="false" Priority="37" Name="Bibliography"/>
<u3:LsdException Locked="false" Priority="39" QFormat="true" Name="TOC Heading"/>
</u3:LatentStyles>
</xml><![endif]--><span
style="-moz-background-clip: border; -moz-background-origin: padding; -moz-background-inline-policy: continuous; background-attachment: scroll;">replace-words-with-classes</span></span><span
style="font-size: 12pt; line-height: 115%; font-family: "Times New Roman","serif";">
to replace words with classes in
the text. The next step should be use ngram-count to train the LM. The
command
I used is below:<br>
<br>
</span><span
style="background: white none repeat scroll 0% 0%; font-size: 10pt; line-height: 115%; font-family: "Tahoma","sans-serif"; color: black; -moz-background-clip: border; -moz-background-origin: padding; -moz-background-inline-policy: continuous;"><!--[if gte mso 9]><xml>
<u4:WordDocument>
<u4:View>Normal</u4:View>
<u4:Zoom>0</u4:Zoom>
<u4:TrackMoves/>
<u4:TrackFormatting/>
<u4:PunctuationKerning/>
<u4:ValidateAgainstSchemas/>
<u4:SaveIfXMLInvalid>false</u4:SaveIfXMLInvalid>
<u4:IgnoreMixedContent>false</u4:IgnoreMixedContent>
<u4:AlwaysShowPlaceholderText>false</u4:AlwaysShowPlaceholderText>
<u4:DoNotPromoteQF/>
<u4:LidThemeOther>EN-US</u4:LidThemeOther>
<u4:LidThemeAsian>ZH-CN</u4:LidThemeAsian>
<u4:LidThemeComplexScript>X-NONE</u4:LidThemeComplexScript>
<u4:Compatibility>
<u4:BreakWrappedTables/>
<u4:SnapToGridInCell/>
<u4:WrapTextWithPunct/>
<u4:UseAsianBreakRules/>
<u4:DontGrowAutofit/>
<u4:SplitPgBreakAndParaMark/>
<u4:DontVertAlignCellWithSp/>
<u4:DontBreakConstrainedForcedTables/>
<u4:DontVertAlignInTxbx/>
<u4:Word11KerningPairs/>
<u4:CachedColBalance/>
<u4:UseFELayout/>
</u4:Compatibility>
<u5:mathPr>
<u5:mathFont u5:val="Cambria Math"/>
<u5:brkBin u5:val="before"/>
<u5:brkBinSub u5:val="--"/>
<u5:smallFrac u5:val="off"/>
<u5:dispDef/>
<u5:lMargin u5:val="0"/>
<u5:rMargin u5:val="0"/>
<u5:defJc u5:val="centerGroup"/>
<u5:wrapIndent u5:val="1440"/>
<u5:intLim u5:val="subSup"/>
<u5:naryLim u5:val="undOvr"/>
</u5:mathPr>
</u4:WordDocument>
</xml><![endif]--><!--[if gte mso 9]><xml>
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<u6:LsdException Locked="false" Priority="9" QFormat="true" Name="heading 4"/>
<u6:LsdException Locked="false" Priority="9" QFormat="true" Name="heading 5"/>
<u6:LsdException Locked="false" Priority="9" QFormat="true" Name="heading 6"/>
<u6:LsdException Locked="false" Priority="9" QFormat="true" Name="heading 7"/>
<u6:LsdException Locked="false" Priority="9" QFormat="true" Name="heading 8"/>
<u6:LsdException Locked="false" Priority="9" QFormat="true" Name="heading 9"/>
<u6:LsdException Locked="false" Priority="39" Name="toc 1"/>
<u6:LsdException Locked="false" Priority="39" Name="toc 2"/>
<u6:LsdException Locked="false" Priority="39" Name="toc 3"/>
<u6:LsdException Locked="false" Priority="39" Name="toc 4"/>
<u6:LsdException Locked="false" Priority="39" Name="toc 5"/>
<u6:LsdException Locked="false" Priority="39" Name="toc 6"/>
<u6:LsdException Locked="false" Priority="39" Name="toc 7"/>
<u6:LsdException Locked="false" Priority="39" Name="toc 8"/>
<u6:LsdException Locked="false" Priority="39" Name="toc 9"/>
<u6:LsdException Locked="false" Priority="35" QFormat="true" Name="caption"/>
<u6:LsdException Locked="false" Priority="10" SemiHidden="false" UnhideWhenUsed="false" QFormat="true" Name="Title"/>
<u6:LsdException Locked="false" Priority="1" Name="Default Paragraph Font"/>
<u6:LsdException Locked="false" Priority="11" SemiHidden="false" UnhideWhenUsed="false" QFormat="true" Name="Subtitle"/>
<u6:LsdException Locked="false" Priority="22" SemiHidden="false" UnhideWhenUsed="false" QFormat="true" Name="Strong"/>
<u6:LsdException Locked="false" Priority="20" SemiHidden="false" UnhideWhenUsed="false" QFormat="true" Name="Emphasis"/>
<u6:LsdException Locked="false" Priority="59" SemiHidden="false" UnhideWhenUsed="false" Name="Table Grid"/>
<u6:LsdException Locked="false" UnhideWhenUsed="false" Name="Placeholder Text"/>
<u6:LsdException Locked="false" Priority="1" SemiHidden="false" UnhideWhenUsed="false" QFormat="true" Name="No Spacing"/>
<u6:LsdException Locked="false" Priority="60" SemiHidden="false" UnhideWhenUsed="false" Name="Light Shading"/>
<u6:LsdException Locked="false" Priority="61" SemiHidden="false" UnhideWhenUsed="false" Name="Light List"/>
<u6:LsdException Locked="false" Priority="62" SemiHidden="false" UnhideWhenUsed="false" Name="Light Grid"/>
<u6:LsdException Locked="false" Priority="63" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Shading 1"/>
<u6:LsdException Locked="false" Priority="64" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Shading 2"/>
<u6:LsdException Locked="false" Priority="65" SemiHidden="false" UnhideWhenUsed="false" Name="Medium List 1"/>
<u6:LsdException Locked="false" Priority="66" SemiHidden="false" UnhideWhenUsed="false" Name="Medium List 2"/>
<u6:LsdException Locked="false" Priority="67" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Grid 1"/>
<u6:LsdException Locked="false" Priority="68" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Grid 2"/>
<u6:LsdException Locked="false" Priority="69" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Grid 3"/>
<u6:LsdException Locked="false" Priority="70" SemiHidden="false" UnhideWhenUsed="false" Name="Dark List"/>
<u6:LsdException Locked="false" Priority="71" SemiHidden="false" UnhideWhenUsed="false" Name="Colorful Shading"/>
<u6:LsdException Locked="false" Priority="72" SemiHidden="false" UnhideWhenUsed="false" Name="Colorful List"/>
<u6:LsdException Locked="false" Priority="73" SemiHidden="false" UnhideWhenUsed="false" Name="Colorful Grid"/>
<u6:LsdException Locked="false" Priority="60" SemiHidden="false" UnhideWhenUsed="false" Name="Light Shading Accent 1"/>
<u6:LsdException Locked="false" Priority="61" SemiHidden="false" UnhideWhenUsed="false" Name="Light List Accent 1"/>
<u6:LsdException Locked="false" Priority="62" SemiHidden="false" UnhideWhenUsed="false" Name="Light Grid Accent 1"/>
<u6:LsdException Locked="false" Priority="63" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Shading 1 Accent 1"/>
<u6:LsdException Locked="false" Priority="64" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Shading 2 Accent 1"/>
<u6:LsdException Locked="false" Priority="65" SemiHidden="false" UnhideWhenUsed="false" Name="Medium List 1 Accent 1"/>
<u6:LsdException Locked="false" UnhideWhenUsed="false" Name="Revision"/>
<u6:LsdException Locked="false" Priority="34" SemiHidden="false" UnhideWhenUsed="false" QFormat="true" Name="List Paragraph"/>
<u6:LsdException Locked="false" Priority="29" SemiHidden="false" UnhideWhenUsed="false" QFormat="true" Name="Quote"/>
<u6:LsdException Locked="false" Priority="30" SemiHidden="false" UnhideWhenUsed="false" QFormat="true" Name="Intense Quote"/>
<u6:LsdException Locked="false" Priority="66" SemiHidden="false" UnhideWhenUsed="false" Name="Medium List 2 Accent 1"/>
<u6:LsdException Locked="false" Priority="67" SemiHidden="false" UnhideWhenUsed="false" Name="Medium Grid 1 Accent 1"/>
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–kndiscount2 –gt1min 1 -gt2min
1 -gt3min 2 </span><span
style="background: white none repeat scroll 0% 0%; font-size: 10pt; line-height: 115%; font-family: "Tahoma","sans-serif"; color: black; -moz-background-clip: border; -moz-background-origin: padding; -moz-background-inline-policy: continuous;"><span
style="-moz-background-clip: border; -moz-background-origin: padding; -moz-background-inline-policy: continuous; background-attachment: scroll;">-lm
class_based_model</span></span><span
style="font-size: 12pt; line-height: 115%; font-family: "Times New Roman","serif";"><br>
<br>
I have two questions about the command above:<br>
<br>
1) what should the dict include? If I am correct, it should be
something like
class1, class2, class3... etc because we treat classes as words here.
If I have
50 classes, it should include class1-class50. However, as I said above,
d1 only
covers 30k vocabs. So there are 35k vocabs which never appear in d1.
How can I
deal with them? (For the word ngram model, their unigrams are computed
and
added in the model) Can I include them in a special class and add the
class
into the class definition obtained from ngram-class? If I do so, I need
to
calculate the probabilities for each word in the special classs. But
how?
Another solution is the 35k vocabs could be added in the dict following
the
list class1-class50. But after I got the LM, I found the unigrams for
the 35k
vocabs are all -99. Is it reasonable?<br>
</span></p>
</blockquote>
The vocabulary should be the union of all classes, as well all words
there weren't replaced by classes (that makes all the "events" that can
occur in the class LM.<br>
<blockquote cite="mid:COL122-W37507ED6705D2DD07D8192E5410@phx.gbl"
type="cite">
<p class="MsoNormal"><span
style="font-size: 12pt; line-height: 115%; font-family: "Times New Roman","serif";"><br>
2) When I train the class-based LM, ngram-count always give a warning
message
as below:<br>
<br>
warning : no singleton counts<br>
GT discounting disabled<br>
<br>
Actually, here I used the option "–kndiscount2". I don't why it said
"GT discounting disabled". Besides, what does "no singleton
counts" mean? Does it matter? Even thought I got this kind of message,
I could
still get a class based LM output.<br>
</span></p>
</blockquote>
Both GT and KN smoothing methods rely in having the number of words
that occur only once in the training corpus. It is very common for
class LMs to have singletons in their training data (because of the
class replacement). You should choose another smoothing method.
-wbdiscount should work fine.<br>
<br>
Andreas<br>
<br>
<blockquote cite="mid:COL122-W37507ED6705D2DD07D8192E5410@phx.gbl"
type="cite">
<p class="MsoNormal"><span
style="font-size: 12pt; line-height: 115%; font-family: "Times New Roman","serif";"><br>
<br>
Anyone could give me some helps? I checked all the questions in this
list but I
haven't found answers. Thanks for your help.<br>
<br>
Denis</span></p>
<br>
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