<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Archiving and Interchange DTD v1.0 20120330//EN" "JATS-archivearticle1.dtd">
<article xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta />
    <article-meta>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>K. Boyarsky</string-name>
        </contrib>
        <contrib contrib-type="author">
          <string-name>N. Gusarova</string-name>
        </contrib>
        <contrib contrib-type="author">
          <string-name>N. Dobrenko</string-name>
        </contrib>
        <contrib contrib-type="author">
          <string-name>E. Kanevsky</string-name>
          <email>kanev@emi.nw.ru</email>
        </contrib>
        <contrib contrib-type="author">
          <string-name>N Avdeeva</string-name>
        </contrib>
      </contrib-group>
      <fpage>96</fpage>
      <lpage>104</lpage>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>-</title>
      <p>© . !.
$ #
#
(
#
$ ( #
$ '' '" )
# &amp;
$ &amp;
$
$ '"+ 02
+
'</p>
      <p>, $
' (
$ )
# %
+' ( ), +)
$ -
1' ( ,</p>
      <p>,
+
#
)
% .
#
1'</p>
      <p>#
' #
'" )#
# '"</p>
      <p>, +) , $
' - #)
) )
+) ,
$
#
' '" 0
- #</p>
      <p>(
- .</p>
      <p>)
$
.
#
$
".</p>
      <p>#
(
$ #
$ - '0(
$ - ' , '
$ )3
( )#
+)</p>
      <p>$
$ % &amp;
(
#.</p>
      <p>#
'0( )
# )
1 ,
(</p>
      <p>TextTiling,
&amp; # % 0
( # .</p>
      <p>#
#</p>
      <p>%
'"+ 2</p>
      <p># ,
$ # '" )
%</p>
      <p>-'
+)
3 ,
6&amp;&amp;
#
),</p>
      <p>"
$ - $ - '
&amp; # %
'
'"
$ '
)
,</p>
      <p>XVII
DAMDID/RCDL’2015 «
!"
»,
#
13-16</p>
      <p>2
#
. -.
&amp; # %
' ,
6 ,
- )2
' - 02</p>
      <p>1
&amp; , (
(
30].
. $.</p>
      <p>' +
$</p>
      <p>'
# (
&amp; # %</p>
      <p>#</p>
      <p>,
$ - #
$ )#
' '0( )#</p>
      <p>$
' - #</p>
      <p>( 0
) )
# # '"
' , $
$</p>
      <p>'
1- #</p>
      <p>#
&amp; # %
( ,</p>
      <p>#
$ - #)
+
% '
* #</p>
      <p>#
$ + '</p>
      <p>+# 2
# #
0
+
$
$
# –
- %
# .
+ $</p>
      <p>#,
' " '
2
% '
'
)
+
(
0 (
)#</p>
      <p>' 1
#
+ #,
$
-",
( #
$ '"+
graziokisa@gmail.com</p>
      <p>Assoul@yandex.ru
$ ) &lt; #
' (1 – 2 #</p>
      <p>$ #
$
)</p>
      <p>,
(
,' ,
$
,
' . 6</p>
      <p>(
( )
' 0
$ +),</p>
      <p>"
'"3 ,
+)
-'
[16, 26,</p>
      <p>$
&amp; ),</p>
      <p>,
" -'
-),
( )#
#, (
.</p>
      <p>- '
)# -'</p>
      <p>$ # , #
+ '"
$ '"+
#
$
)
( #
, - #
3
,
+ - (
(</p>
      <p>#
'" $ ' (
)
1, '</p>
      <p>%)
'0( ),
" % '"
#</p>
      <p>+ %
+ - (
$
"
,
#
'
)
#
#
'</p>
      <p>+
#
1#
#
,
).</p>
      <p>#
' +
- #
- '
*
+
1#
3 #</p>
      <p>#
)
'</p>
      <p>$$
W
;
0
+#
- '"
0
, 1</p>
      <p># '
$$
3 s
# s=1,</p>
      <p>0</p>
      <p>W-</p>
      <p>W- - (W*(k +
-
(W*(k+2))$ '
% ;
"
#
1- ,
(
W*k), 0
cos
1 , (1)
$</p>
      <p>#.</p>
      <p>,
), '
$</p>
      <p>$ '
' #)
( #., $
, ' 1</p>
      <p>
        , (
# , [
        <xref ref-type="bibr" rid="ref14 ref21 ref7">7, 14, 21</xref>
        ]).
      </p>
      <p># - '" ' (
- # #
# #, $ ( #
- $
-$
),</p>
      <p>'
+) .</p>
      <p>'"
),,
+ ( ) '
, '0(</p>
      <p>0
+
)
#
#
#
# )
' #, $ $
0 $
'"3
,</p>
      <p>
        +
+)
+ - (
[
        <xref ref-type="bibr" rid="ref24 ref3">3, 24</xref>
        ].
      </p>
      <p>,
$ ' )
(
) '
" ,, *&amp;&amp;
(</p>
      <p>.
$ ' ( '
#
+
,
#
+
%
'"3
+
$ - '
), # 1
02 , ,
$ ),
# - ,</p>
      <p>-'
)
#</p>
      <p>(
- #
$$)
),,
$</p>
      <p>#
'
(
"
+
'
,
+
'
# "
# ,
, (
) "</p>
      <p>. !'
TextTiling,
# ) ,</p>
      <p>,
( #
' (
+)
0
'
$</p>
      <p>'
;</p>
      <p>
        E+)
&amp;
(
% +
- '
(
.
#)
[
        <xref ref-type="bibr" rid="ref21">21</xref>
        ], (
$
)
#
+ %
( ),
,
–
"
) + '
      </p>
      <p>) $
$
3' $
" +)
% . I
# &amp;
+)
#
'" ), $
$
%
)</p>
      <p>!
' " + #
, +) , (
- #
&amp;</p>
      <p>,
. D
, (</p>
      <p>'
' ) '. 1. '
'' '" ) &amp; # ) #
' ($ +. 1, 3),</p>
      <p>- ($ +. 2, 4).
' # - ( - #
$ + ' ( #</p>
      <p>#)
0,4
0,2</p>
      <p>0
3 #
3.1 #
&amp;
#
% +
(
$</p>
      <p>+)
$ &amp;
$ -,
+ ),
'
#
'
$ # 2"0</p>
      <p>#
' +
1)' &amp;
&amp; #
(
#
' % 2.</p>
      <p>+ (
N
#
%</p>
      <p>. R
$ - '
.
'
)
3 #
%
[28]:
'
$ '"+</p>
      <p>-'
' "
%
'
(
+
+
) $
$
' ##
' ##
' ##</p>
      <p>' '
' ##
$ - '0(
+ %
+ %
2
+ %
2
+ %
+ - '
+ (
+ (
+ (
3
'" ),</p>
      <p>(
'" ),, $ '
(
(
'
$ - '</p>
      <p>+#
&amp;
+#</p>
      <p>'" ),
+#
+
+
+
),
(</p>
      <p>0</p>
      <p>P
* $
. 1.</p>
      <p>%</p>
      <p>z,
'
$</p>
      <p># ( ) '
–
(
", R</p>
      <p>TP
TP</p>
      <p>FN
, FP –
$</p>
      <p>' (
$ 2
%
#</p>
      <p>' 1 ), + (
), + ( ,</p>
      <p>.</p>
      <p>* '
+#
#
1</p>
      <p>-'
), &amp;
%
#
# -
# )
,
% $
' " +
"
$ # #</p>
      <p>+ #. ! ' +
# ) (1) + #</p>
      <p>z. R (
# ' "
# (H).</p>
      <p>$ ' ( ), $ '
'" $</p>
      <p>, $ '
'" ) #</p>
      <p>1
)#, $</p>
      <p>R
cos , #
#
#
'"
( TP)</p>
      <p>'"
# #) («$
+ % '
'</p>
      <p>$
+ %
-'
$
+ '
' +, (</p>
      <p>$'
$)
$
, - $
'" ) «$
(FP), «$
$ - '
$ z "
#</p>
      <p>0
%
$</p>
      <p>&amp;
#
(
$ ' 1 '
(
#
#, (
#</p>
      <p>( $
% ,</p>
      <p>+
2
#
,</p>
      <p>')»
')»
' (3</p>
      <p>'
$
(
1
- #
# # –
#
"
#
'
4 &amp;
4.1
(
,
#.
- '
(
#
"3 '
#), . .</p>
      <p>- ' "</p>
      <p>' "
A H)</p>
      <p>')»)
- ,
'
'" )
#)
2 ,
+ ' , (
$
#
)</p>
      <p>%
,
,
$
$
$
# # '" )
z=0.1…0.15.
- $ ' '" ),
$ - $
+ ( F-#
+ ( , z (</p>
      <p>P</p>
      <p>R
(
1</p>
      <p>$
+ (
,
+ (</p>
      <p>)
. 3).</p>
      <p>&amp;
4.3</p>
      <p>3
#
#
(
$
1
0,8
0,6
0,4
0,2
0
- ' 02 #
$
$
#</p>
      <p>#
%)
" $ z.</p>
      <p>" P, . . $
$ ' R, . .</p>
      <p>. #
" $
(
0
,
,</p>
      <p>,
$
$</p>
      <p>'. 4.
$ ' 1
+ (</p>
      <p>,
,
'
' '
! ' +</p>
      <p>' %) $
#
+)
$ '"+
$ -+
$' ,
+
- 1 + $ #
# ( - '</p>
      <p>6 + '"
$ # 2"0
# 1- + % #
( . 1).</p>
      <p>$' 3 )#</p>
      <p>('
(
- '
,
#
1,
+ )</p>
      <p>0
- '
+ (</p>
      <p>N+
0.21
0.17
0.44
0.22
0.60
, (</p>
      <p>+
#
(</p>
      <p>'
) '
#
)#»
1
),
- $ '
)3 .</p>
      <p>$
# )
(
3
, (
2012.
[27] !</p>
      <p>+
$ -,</p>
      <p>% $'
. 8.
[28] . .</p>
      <p>#$"0
[29] .!.</p>
      <p>. ., !
# $ -- 1
-' - #
. .,
),
$ '"+
, . .</p>
      <p>' +
&amp;
- . !
#</p>
      <p>(
+ 1 &amp; ' '
. 140–150.
[32] . . &amp; # . C</p>
      <p>( : ' % .–
[33] .!. + . #$"0</p>
      <p>+) .
(
+)
,
#
.</p>
      <p>( .
.: '</p>
      <p>'"
, 2004.</p>
      <p>This paper considers how to apply topic
segmentation algorithms to real scientific texts. To
study it we used monographs on the same subject
written in three languages. The corpus includes several
fragments both in the original and in professional
translation.</p>
      <p>The research is based on the TextTiling algorithm
that analyses how tightly adjoining parts of a text
cohere. We examined how some parameters (the cutoff
rate, the size of moving window and of the shift from
one block to the next one) influence the segmentation
quality. The optimum combinations of these parameters
are defined for several languages. The studies on the
Russian language argue that external lexical resources
(stop-lists, classifiers, ontologies) notably upgrade the
quality of segmentation.</p>
    </sec>
  </body>
  <back>
    <ref-list>
      <ref id="ref1">
        <mixed-citation>
          [1]
          <string-name>
            <surname>Beeferman</surname>
            , Douglas,
            <given-names>Adam</given-names>
          </string-name>
          <string-name>
            <surname>Berger</surname>
            ,
            <given-names>and John</given-names>
          </string-name>
          <string-name>
            <surname>Lafferty</surname>
          </string-name>
          .
          <article-title>Statistical models of text segmentation</article-title>
          .
          <source>Machine Learning</source>
          ,
          <volume>34</volume>
          (
          <issue>1-3</issue>
          ),
          <year>February 1999</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref2">
        <mixed-citation>
          [2]
          <string-name>
            <surname>David</surname>
            <given-names>M.</given-names>
          </string-name>
          <string-name>
            <surname>Blei</surname>
            ,
            <given-names>Andrew Y.</given-names>
          </string-name>
          <string-name>
            <surname>Ng</surname>
            , and
            <given-names>Michael I.</given-names>
          </string-name>
          <string-name>
            <surname>Jordan</surname>
          </string-name>
          .
          <year>2003</year>
          .
          <article-title>Latent Dirichlet allocation</article-title>
          .
          <source>Journal of Machine Learning Research</source>
          ,
          <volume>3</volume>
          , p.
          <fpage>993</fpage>
          -
          <lpage>1022</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref3">
        <mixed-citation>
          [3]
          <string-name>
            <given-names>Anja</given-names>
            <surname>Habacha</surname>
          </string-name>
          <string-name>
            <surname>Chaibi</surname>
          </string-name>
          , Marwa Naili,
          <string-name>
            <given-names>Samia</given-names>
            <surname>Sammoud</surname>
          </string-name>
          .
          <article-title>Topic segmentation for textual document written in Arabic language</article-title>
          .
          <source>18th International Conference on Knowledge-Based and Intelligent Information &amp; Engineering Systems - KES2014. Procedia Computer Science</source>
          <volume>35</volume>
          (
          <year>2014</year>
          ), p.
          <fpage>437</fpage>
          -
          <lpage>446</lpage>
        </mixed-citation>
      </ref>
      <ref id="ref4">
        <mixed-citation>
          [4]
          <string-name>
            <surname>Choi</surname>
            ,
            <given-names>F.Y.Y.</given-names>
          </string-name>
          <year>2000</year>
          .
          <article-title>Advances in domain independent linear text segmentation</article-title>
          .
          <source>In Proceedings of the 1st Meeting of the North American Chapter of the Association for Computational Linguistics</source>
          , p.
          <fpage>26</fpage>
          -
          <lpage>33</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref5">
        <mixed-citation>
          [5]
          <string-name>
            <given-names>G.</given-names>
            <surname>Dias</surname>
          </string-name>
          ,
          <string-name>
            <given-names>E.</given-names>
            <surname>Alves</surname>
          </string-name>
          ,
          <string-name>
            <given-names>J.G.P.</given-names>
            <surname>Lopes</surname>
          </string-name>
          .
          <article-title>Topic Segmentation Algorithms for Text Summarization and Passage Retrieval: An Exhaustive Evaluation</article-title>
          .
          <source>AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence -</source>
          Volume
          <volume>2</volume>
          . p.
          <fpage>1334</fpage>
          -
          <lpage>1339</lpage>
        </mixed-citation>
      </ref>
      <ref id="ref6">
        <mixed-citation>
          [6]
          <string-name>
            <given-names>Lan</given-names>
            <surname>Du</surname>
          </string-name>
          , Wray Buntine, and
          <string-name>
            <given-names>Mark</given-names>
            <surname>Johnson</surname>
          </string-name>
          .
          <year>2013</year>
          .
          <article-title>Topic Segmentation with a Structured Topic Model</article-title>
          .
          <source>In Proceedings of the 2013 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies</source>
          , p.
          <fpage>190</fpage>
          -
          <lpage>200</lpage>
          , Atlanta, Georgia.
        </mixed-citation>
      </ref>
      <ref id="ref7">
        <mixed-citation>
          [7]
          <string-name>
            <given-names>Jacob</given-names>
            <surname>Eisenstein</surname>
          </string-name>
          <article-title>/ Hierarchical Text Segmentation from Multi-Scale Lexical Cohesion</article-title>
          .
          <source>NAACL '09 Proceedings of Human Language Technologies</source>
          :
          <article-title>The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics</article-title>
          , p.
          <fpage>353</fpage>
          -
          <lpage>361</lpage>
        </mixed-citation>
      </ref>
      <ref id="ref8">
        <mixed-citation>
          [8]
          <string-name>
            <given-names>Jacob</given-names>
            <surname>Eisenstein</surname>
          </string-name>
          and
          <string-name>
            <given-names>Regina</given-names>
            <surname>Barzilay</surname>
          </string-name>
          .
          <year>2008</year>
          .
          <article-title>Bayesian Unsupervised Topic Segmentation</article-title>
          .
          <source>In Proceedings of the 2008 Conference on Empirical Methods in Natural Language Processing</source>
          , p.
          <fpage>334</fpage>
          -
          <lpage>343</lpage>
          , Honolulu, Hawaii.
        </mixed-citation>
      </ref>
      <ref id="ref9">
        <mixed-citation>
          [9]
          <string-name>
            <given-names>Dominik</given-names>
            <surname>Flejter</surname>
          </string-name>
          , KarolWieloch, Witold Abramowicz.
          <article-title>Unsupervised Methods of Topical Text Segmentation for Polish</article-title>
          .
          <source>Balto-Slavonic Natural Language Processing</source>
          <year>2007</year>
          , June 29,
          <year>2007</year>
          , p.
          <fpage>51</fpage>
          -
          <lpage>58</lpage>
          . Prague, June 2007.
          <article-title>Association for Computational Linguistics</article-title>
          .
        </mixed-citation>
      </ref>
      <ref id="ref10">
        <mixed-citation>
          [10]
          <string-name>
            <given-names>M</given-names>
            <surname>Georgescul</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A</given-names>
            <surname>Clark</surname>
          </string-name>
          , and
          <string-name>
            <given-names>S</given-names>
            <surname>Armstrong</surname>
          </string-name>
          .
          <article-title>An analysis of quantitative aspects in the evaluation of thematic segmentation algorithms</article-title>
          .
          <source>SigDIAL'06 Proceedings of the 7th SIGdial Workshop on Discourse and Dialogue</source>
          , Jan.
          <year>2009</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref11">
        <mixed-citation>
          [11]
          <string-name>
            <surname>Marti</surname>
            <given-names>A.</given-names>
          </string-name>
          <string-name>
            <surname>Hearst</surname>
          </string-name>
          . TextTiling:
          <article-title>Segmenting text into multi-paragraph subtopic passages</article-title>
          .
          <source>Computational Linguistics</source>
          ,
          <volume>23</volume>
          (
          <issue>1</issue>
          ), p.
          <fpage>33</fpage>
          -
          <lpage>64</lpage>
          ,
          <year>March 1997</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref12">
        <mixed-citation>
          [12]
          <string-name>
            <surname>Marti</surname>
            <given-names>A.</given-names>
          </string-name>
          <string-name>
            <surname>Hearst</surname>
            and
            <given-names>Christian</given-names>
          </string-name>
          <string-name>
            <surname>Plaunt</surname>
          </string-name>
          .
          <year>1993</year>
          .
          <article-title>Subtopic structuring for full-length document access</article-title>
          .
          <source>In SIGIR '93: Proceedings of the 16th annual international ACM SIGIR conference on Research and development in information retrieval</source>
          , p.
          <fpage>59</fpage>
          -
          <lpage>68</lpage>
          , New York, NY, USA. ACM Press.
        </mixed-citation>
      </ref>
      <ref id="ref13">
        <mixed-citation>
          [13]
          <string-name>
            <given-names>Anna</given-names>
            <surname>Kazantseva</surname>
          </string-name>
          and
          <string-name>
            <given-names>Stan</given-names>
            <surname>Szpakowicz</surname>
          </string-name>
          .
          <year>2011</year>
          .
          <article-title>Linear Text Segmentation Using Affinity Propagation</article-title>
          .
          <source>In Proceedings of the 2011 Conference on Empirical Methods in Natural Language Processing</source>
          , p.
          <fpage>284</fpage>
          -
          <lpage>293</lpage>
          , Edinburgh, Scotland.
        </mixed-citation>
      </ref>
      <ref id="ref14">
        <mixed-citation>
          [14]
          <string-name>
            <surname>Anna</surname>
            <given-names>Kazantseva</given-names>
          </string-name>
          ,
          <string-name>
            <given-names>Stan</given-names>
            <surname>Szpakowicz</surname>
          </string-name>
          .
          <article-title>Hierarchical Topical Segmentation with Affinity Propagation</article-title>
          .
          <source>In Proceedings of COLING</source>
          <year>2014</year>
          ,
          <source>the 25th International Conference on Computational Linguistics: Technical Papers</source>
          , p.
          <fpage>37</fpage>
          -
          <lpage>47</lpage>
          , Dublin, Ireland.
        </mixed-citation>
      </ref>
      <ref id="ref15">
        <mixed-citation>
          [15]
          <string-name>
            <given-names>S.</given-names>
            <surname>Lamprier</surname>
          </string-name>
          ,
          <string-name>
            <given-names>T.</given-names>
            <surname>Amghar</surname>
          </string-name>
          , and
          <string-name>
            <given-names>B.</given-names>
            <surname>Levrat</surname>
          </string-name>
          .
          <year>2008</year>
          .
          <article-title>On evaluation methodologies for text segmentation algorithms</article-title>
          .
          <source>19th IEEE International Conference on Tools with Artificial Intelligence -</source>
          Vol.
          <volume>2</volume>
          ,
          <string-name>
            <surname>Jan</surname>
          </string-name>
          .
        </mixed-citation>
      </ref>
      <ref id="ref16">
        <mixed-citation>
          [16]
          <string-name>
            <surname>David</surname>
            <given-names>YW</given-names>
          </string-name>
          <string-name>
            <surname>Lee. Genres</surname>
          </string-name>
          , Registers, Text Types, Domains, and
          <article-title>Styles: Clarifying the Concepts and Navigating a Path through the BNC Jungle</article-title>
          .
          <article-title>Language Learning &amp; Technology</article-title>
          . Vol.
          <volume>5</volume>
          , No.
          <volume>3</volume>
          , p.
          <fpage>37</fpage>
          -
          <lpage>72</lpage>
          ,
          <year>September 2001</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref17">
        <mixed-citation>
          [17]
          <string-name>
            <surname>Hemant</surname>
            <given-names>Misra</given-names>
          </string-name>
          , Franc`ois Yvon, Olivier Capp , and
          <string-name>
            <surname>Joemon</surname>
            <given-names>M.</given-names>
          </string-name>
          <string-name>
            <surname>Jose</surname>
          </string-name>
          .
          <year>2011</year>
          .
          <article-title>Text segmentation: A topic modeling perspective</article-title>
          .
          <source>Information Processing and Management</source>
          ,
          <volume>47</volume>
          (
          <issue>4</issue>
          ), p.
          <fpage>528</fpage>
          -
          <lpage>544</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref18">
        <mixed-citation>
          [18]
          <string-name>
            <given-names>POS</given-names>
            <surname>Tagging Open</surname>
          </string-name>
          <article-title>Xerox</article-title>
          . https://open.xerox.com/Services/fst-nlptools/Consume/Part%20of%
          <fpage>20Speech</fpage>
          %20Taggi ng%
          <volume>20</volume>
          %28Standard%
          <fpage>29</fpage>
          -
          <lpage>178</lpage>
          /
          <fpage>2</fpage>
          -
          <lpage>14</lpage>
          .
          <fpage>03</fpage>
          .15
        </mixed-citation>
      </ref>
      <ref id="ref19">
        <mixed-citation>
          [19]
          <string-name>
            <surname>Ponte</surname>
            , Jay and
            <given-names>Bruce</given-names>
          </string-name>
          <string-name>
            <surname>Croft</surname>
          </string-name>
          .
          <year>1997</year>
          .
          <article-title>Text segmentation by topic</article-title>
          .
          <source>In Proceedings of the First European Conference on Research and Advanced Technology for Digitial Libraries.</source>
        </mixed-citation>
      </ref>
      <ref id="ref20">
        <mixed-citation>
          [20]
          <string-name>
            <surname>Jeffrey</surname>
            <given-names>C.</given-names>
          </string-name>
          <string-name>
            <surname>Reynar</surname>
          </string-name>
          .
          <year>1994</year>
          .
          <article-title>An automatic method of finding topic boundaries</article-title>
          .
          <source>In Proceedings of the 32nd annual meeting on Association for Computational Linguistics</source>
          , p.
          <fpage>331</fpage>
          -
          <lpage>333</lpage>
          , Morristown, NJ, USA. Association for Computational Linguistics.
        </mixed-citation>
      </ref>
      <ref id="ref21">
        <mixed-citation>
          [21]
          <string-name>
            <surname>Martin</surname>
            <given-names>Riedl</given-names>
          </string-name>
          ,
          <string-name>
            <given-names>Chris</given-names>
            <surname>Biemann</surname>
          </string-name>
          .
          <article-title>Text Segmentation with Topic Models</article-title>
          .
          <source>JLCL 2012 - Band</source>
          <volume>27</volume>
          (
          <issue>1</issue>
          ), p.
          <fpage>47</fpage>
          -
          <lpage>69</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref22">
        <mixed-citation>
          [22]
          <string-name>
            <given-names>M.</given-names>
            <surname>Scaiano</surname>
          </string-name>
          ,
          <string-name>
            <given-names>D.</given-names>
            <surname>Inkpen</surname>
          </string-name>
          .
          <article-title>Getting More from Segmentation Evaluation. 2012 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies</article-title>
          , p.
          <fpage>362</fpage>
          -
          <lpage>366</lpage>
          , Montreqal, Canada, June 3-8,
          <year>2012</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref23">
        <mixed-citation>
          [23]
          <string-name>
            <surname>Stark</surname>
            ,
            <given-names>Heather A.</given-names>
          </string-name>
          ,
          <year>1988</year>
          .
          <article-title>What do paragraph markings do?</article-title>
          <source>Discourse Processes 11</source>
          , p.
          <fpage>275</fpage>
          -
          <lpage>303</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref24">
        <mixed-citation>
          [24]
          <string-name>
            <given-names>Xiaojun</given-names>
            <surname>Wan</surname>
          </string-name>
          .
          <article-title>On the effectiveness of subwords for lexical cohesion based story segmentation of Chinese broadcast news</article-title>
          .
          <source>Information Sciences</source>
          <volume>177</volume>
          (
          <year>2007</year>
          ), p.
          <fpage>3718</fpage>
          -
          <lpage>3730</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref25">
        <mixed-citation>
          [25]
          <string-name>
            <surname>Na</surname>
            <given-names>Ye</given-names>
          </string-name>
          , Jingbo Zhu, Huizhen Wang, Matthew Y. Ma, Bin Zhang.
          <article-title>An Improved Model of Dotplotting for Text Segmentation</article-title>
          .
          <source>Journal of Chinese Language and Computing</source>
          <volume>17</volume>
          (
          <issue>1</issue>
          ), p.
          <fpage>27</fpage>
          -
          <lpage>40</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref26">
        <mixed-citation>
          [26] ! . . + ( #
          <string-name>
            <surname>' ( " M. Black</surname>
          </string-name>
          “Metaphor”) // . C .
          <article-title>-</article-title>
          2013. )$.
          <volume>4</volume>
          (
          <issue>24</issue>
          ). -
        </mixed-citation>
      </ref>
    </ref-list>
  </back>
</article>