Entry Benajiba:2009:MBS from talip.bib
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BibTeX entry
@Article{Benajiba:2009:MBS,
author = "Yassine Benajiba and Imed Zitouni",
title = "Morphology-Based Segmentation Combination for {Arabic}
Mention Detection",
journal = j-TALIP,
volume = "8",
number = "4",
pages = "16:1--16:??",
month = dec,
year = "2009",
CODEN = "????",
DOI = "https://doi.org/10.1145/1644879.1644883",
ISSN = "1530-0226 (print), 1558-3430 (electronic)",
ISSN-L = "1530-0226",
bibdate = "Mon Mar 29 15:37:17 MDT 2010",
bibsource = "http://portal.acm.org/;
http://www.math.utah.edu/pub/tex/bib/talip.bib",
abstract = "The Arabic language has a very rich/complex
morphology. Each Arabic word is composed of zero or
more {\em prefixes}, one {\em stem\/} and zero or more
{\em suffixes}. Consequently, the Arabic data is sparse
compared to other languages such as English, and it is
necessary to conduct word segmentation before any
natural language processing task. Therefore, the
word-segmentation step is worth a deeper study since it
is a preprocessing step which shall have a significant
impact on all the steps coming afterward. In this
article, we present an Arabic mention detection system
that has very competitive results in the recent
Automatic Content Extraction (ACE) evaluation campaign.
We investigate the impact of different segmentation
schemes on Arabic mention detection systems and we show
how these systems may benefit from more than one
segmentation scheme. We report the performance of
several mention detection models using different kinds
of possible and known segmentation schemes for Arabic
text: punctuation separation, Arabic Treebank, and
morphological and character-level segmentations. We
show that the combination of competitive segmentation
styles leads to a better performance. Results indicate
a statistically significant improvement when Arabic
Treebank and morphological segmentations are
combined.",
acknowledgement = ack-nhfb,
articleno = "16",
fjournal = "ACM Transactions on Asian Language Information
Processing",
journal-URL = "http://portal.acm.org/browse_dl.cfm?&idx=J820",
keywords = "Arabic information extraction; Arabic mention
detection; Arabic segmentation",
}
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7(2)5,
7(3)8,
7(4)12,
8(1)2,
8(1)3,
8(3)10,
8(3)11,
8(4)15,
8(4)17,
9(1)1,
9(2)7,
9(3)9,
9(3)10,
9(3)11,
9(3)12,
9(4)13,
9(4)14,
9(4)15,
10(2)8,
10(2)10,
10(3)15,
10(3)16,
10(4)19,
10(4)20,
10(4)21,
11(1)2,
11(2)6,
11(2)7,
11(4)15,
11(4)18,
12(2)5,
12(3)11,
12(4)16,
13(2)7,
13(3)13
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8(1)3,
8(2)8,
8(4)17,
9(1)4,
9(2)6,
11(4)14,
12(4)14,
13(2)9
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7(4)13,
8(1)2,
10(3)13,
11(2)5,
11(2)7
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12(3)9,
13(2)6
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9(1)4,
12(1)1,
13(4)17
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8(3)11,
9(1)1,
9(4)13,
12(1)4,
12(3)10,
13(4)17
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8(4)17
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5(2)146,
6(2)7,
6(3)10,
7(3)9,
7(4)13,
8(1)4,
8(2)7,
8(3)12,
8(4)14,
9(1)2,
9(2)6,
9(3)11,
9(3)12,
10(1)4,
10(4)19,
11(2)4,
11(2)7,
12(1)1,
12(1)2,
12(3)9,
13(1)1,
13(1)3,
13(1)4,
13(2)8,
13(4)18
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6(4)2,
7(3)9,
9(1)3,
9(4)15,
10(1)4,
11(3)9,
13(2)9,
13(3)14
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7(3)9,
8(4)14,
9(3)11,
10(1)4
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1(2)123,
3(1)11,
5(2)121,
5(4)291,
6(2)7,
7(1)1,
7(4)13,
8(1)2,
8(2)9,
8(4)13,
8(4)14,
8(4)19,
9(2)6,
9(3)11,
9(4)15,
10(3)14,
10(4)20,
11(1)2,
11(4)14,
11(4)15,
12(1)3,
13(3)14
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10(2)9,
10(3)15
- one,
5(2)89,
5(2)121,
6(2)6,
6(3)9,
6(4)3,
7(3)8,
7(3)9,
7(4)11,
7(4)13,
8(2)9,
8(4)17,
9(1)1,
9(2)5,
9(2)7,
9(3)12,
9(4)14,
10(1)5,
10(3)12,
10(3)13,
10(4)19,
11(2)4,
11(2)6,
11(2)7,
11(4)14,
12(1)1,
12(1)2,
12(2)5,
12(2)7,
12(3)11,
12(4)16,
13(1)4,
13(2)10,
13(4)17,
13(4)18
- other,
5(2)165,
7(2)6,
7(2)7,
7(3)8,
7(4)11,
8(1)2,
8(2)7,
8(4)14,
8(4)17,
9(1)1,
10(2)7,
10(4)20,
11(2)4,
11(2)7,
11(4)18,
12(1)1,
12(1)3,
12(3)11,
12(4)16,
13(1)3,
13(1)4,
13(2)7
- performance,
5(2)121,
5(2)165,
6(2)8,
6(3)9,
6(4)1,
6(4)3,
7(1)1,
7(1)2,
7(2)5,
7(2)6,
7(2)7,
7(3)9,
7(3)10,
7(4)13,
8(1)2,
8(1)3,
8(2)7,
8(2)8,
8(2)9,
8(3)10,
8(4)17,
8(4)18,
9(1)2,
9(1)4,
9(2)5,
9(2)6,
9(3)11,
9(3)12,
9(4)14,
10(2)8,
10(3)13,
10(3)14,
11(2)7,
11(3)10,
11(3)11,
11(4)14,
11(4)15,
11(4)17,
12(1)2,
12(3)9,
12(3)11,
12(4)14,
12(4)15,
12(4)16,
13(1)3,
13(1)4,
13(2)7,
13(2)9,
13(4)16,
13(4)17
- possible,
7(2)6,
8(4)18,
9(1)1,
9(1)3,
10(1)4,
10(3)15,
10(4)19,
12(1)2
- prefix,
6(4)2,
9(3)12,
12(4)15
- preprocessing,
11(3)8
- present,
5(2)89,
5(2)165,
6(2)7,
6(3)10,
6(4)2,
7(1)2,
7(1)3,
7(2)7,
7(3)9,
7(4)11,
7(4)13,
8(1)3,
8(2)6,
8(2)7,
8(2)8,
8(3)10,
8(4)14,
8(4)17,
8(4)18,
8(4)19,
9(1)1,
9(1)2,
9(1)3,
9(2)6,
9(4)14,
10(1)4,
10(1)6,
10(2)7,
10(3)14,
10(4)18,
10(4)19,
11(1)2,
11(1)3,
11(2)4,
11(2)5,
11(2)6,
11(3)10,
11(4)13,
12(1)3,
12(2)5,
12(3)9,
12(3)11,
12(4)15,
13(2)8,
13(4)16
- processing,
3(1)1,
3(4)213,
4(4)375,
5(2)121,
5(4)291,
6(2)7,
6(3)9,
6(3)10,
6(4)3,
7(1)1,
7(1)3,
7(2)7,
7(4)13,
8(1)2,
8(2)9,
8(4)13,
8(4)14,
8(4)18,
8(4)19,
9(2)5,
9(2)6,
9(3)11,
9(4)15,
10(3)11,
10(3)14,
10(4)20,
11(1)2,
11(3)9,
11(4)15,
12(1)3,
12(3)10,
13(1)1,
13(2)7
- punctuation,
9(2)6,
13(2)9
- recent,
2(2)101,
4(4)375,
8(1)1,
8(3)12,
10(4)19,
11(4)15,
12(4)14
- report,
8(2)7,
9(1)3,
10(2)9,
10(2)10,
13(2)7,
13(3)11
- result,
4(2)135,
5(2)121,
5(2)146,
5(2)165,
6(2)6,
6(2)7,
6(3)9,
6(3)11,
6(4)3,
7(1)2,
7(2)5,
7(2)6,
7(2)7,
7(3)8,
7(3)10,
7(4)11,
7(4)12,
7(4)13,
8(1)2,
8(1)3,
8(1)4,
8(2)6,
8(2)9,
8(3)10,
8(3)12,
8(4)14,
8(4)15,
8(4)17,
8(4)18,
8(4)19,
9(1)1,
9(1)2,
9(2)5,
9(2)6,
9(2)7,
9(3)11,
9(3)12,
9(4)14,
10(1)2,
10(2)7,
11(2)4,
11(2)5,
11(3)8,
11(3)9,
11(3)11,
11(4)13,
11(4)14,
11(4)15,
12(1)3,
12(1)4,
12(2)5,
12(2)7,
12(3)9,
12(3)10,
12(3)11,
12(4)14,
12(4)16,
13(1)1,
13(1)4,
13(2)6,
13(2)7,
13(2)9,
13(3)11,
13(3)12,
13(3)14
- scheme,
6(2)8,
8(3)11,
9(3)11,
10(1)6,
12(1)4,
13(2)9,
13(4)18
- schemes,
9(1)4,
9(3)11,
13(3)13
- segmentation,
8(2)7,
9(1)2,
9(1)3,
9(2)5,
9(4)15,
11(2)7,
12(1)2,
12(1)4,
12(4)16,
13(2)9
- separation,
10(1)4
- several,
6(2)6,
6(2)7,
6(4)3,
7(2)5,
7(2)7,
7(3)10,
8(3)10,
8(4)17,
8(4)18,
9(3)12,
11(2)6,
11(4)13,
11(4)16,
12(1)2,
13(3)12,
13(3)14
- show,
5(2)89,
5(2)146,
7(1)1,
7(1)2,
7(1)3,
7(4)11,
7(4)12,
7(4)13,
8(1)4,
8(2)7,
8(2)9,
8(3)12,
8(4)17,
9(1)1,
9(1)2,
9(1)3,
9(2)5,
9(2)6,
9(2)7,
9(3)11,
9(3)12,
9(4)14,
10(1)3,
10(3)15,
11(2)4,
11(2)5,
11(2)7,
11(3)8,
11(3)11,
11(4)14,
11(4)15,
11(4)17,
11(4)18,
12(1)2,
12(1)4,
12(2)5,
12(2)7,
12(3)9,
12(3)10,
12(3)11,
12(4)15,
12(4)16,
13(1)3,
13(2)6,
13(2)7,
13(2)9,
13(3)14
- significant,
5(2)121,
7(1)3,
8(1)4,
8(4)15,
8(4)17,
8(4)18,
9(2)5,
9(3)11,
10(1)5,
10(2)8,
10(3)14,
11(2)6,
11(2)7,
12(1)1,
12(4)16,
13(1)3,
13(3)14,
13(4)16
- since,
5(2)89,
5(2)165,
8(2)9,
8(4)18,
10(1)4,
10(1)5,
10(4)19,
10(4)21,
11(2)7,
11(4)18,
12(1)2,
12(4)16,
13(4)17
- statistically,
7(4)13,
9(3)11,
11(2)6
- stem,
6(3)9,
6(4)2,
13(3)14
- step,
7(3)8,
8(2)8,
9(3)12,
10(1)5,
10(3)12,
11(2)6,
12(1)2,
12(2)7,
13(3)14,
13(4)17
- study,
4(2)159,
4(3)243,
5(2)121,
5(2)146,
5(2)165,
5(3)209,
6(2)6,
6(2)7,
8(1)3,
8(1)4,
9(2)5,
9(2)6,
9(2)7,
9(3)11,
10(2)10,
10(3)12,
10(4)17,
10(4)18,
11(1)3,
11(2)6,
11(3)9,
11(3)11,
11(4)14,
13(1)3,
13(2)7,
13(3)11,
13(3)12,
13(3)14
- such,
7(2)7,
7(3)8,
7(3)10,
7(4)12,
8(2)8,
8(3)10,
8(3)11,
8(3)12,
8(4)14,
8(4)17,
9(1)1,
9(3)12,
9(4)13,
9(4)15,
10(1)5,
10(2)8,
10(3)12,
10(4)21,
11(1)2,
11(2)5,
11(2)7,
11(3)8,
11(3)10,
11(3)11,
11(4)13,
11(4)16,
11(4)17,
11(4)18,
12(1)1,
12(1)2,
12(2)6,
12(3)10,
12(3)11,
12(4)14,
12(4)17,
13(1)1,
13(3)12,
13(4)17
- suffix,
6(4)2,
7(3)9,
9(3)11,
12(3)11,
13(3)14
- task,
2(1)49,
5(2)89,
5(2)121,
6(2)7,
6(3)11,
6(4)1,
6(4)3,
7(1)1,
7(1)2,
7(2)7,
7(3)10,
7(4)13,
8(1)4,
8(2)7,
8(4)15,
9(1)4,
9(2)6,
9(3)10,
9(4)14,
9(4)15,
10(1)5,
10(3)14,
10(4)18,
10(4)20,
10(4)21,
11(1)2,
11(3)8,
11(3)11,
11(4)13,
11(4)14,
11(4)17,
11(4)18,
12(1)2,
12(1)3,
12(2)5,
12(2)7,
12(3)9,
12(4)17,
13(2)10,
13(4)17
- text,
1(1)34,
1(2)159,
3(3)190,
3(4)215,
4(1)38,
4(2)135,
4(4)435,
5(1)1,
5(2)165,
6(1)z-3,
6(3)10,
6(4)2,
7(2)6,
7(3)8,
7(3)9,
8(1)4,
8(3)11,
8(4)14,
8(4)18,
9(1)1,
9(3)10,
9(4)15,
10(3)14,
11(1)2,
11(2)4,
11(2)5,
11(4)13,
11(4)14,
11(4)15,
11(4)16,
11(4)17,
11(4)18,
12(1)2,
12(1)3,
12(2)6,
12(3)11,
12(4)15,
13(1)1,
13(1)4,
13(2)7,
13(2)8,
13(2)9,
13(2)10,
13(3)14
- than,
5(2)146,
6(3)10,
7(3)8,
7(4)11,
7(4)13,
8(2)8,
9(1)2,
9(2)7,
9(3)11,
9(3)12,
10(1)3,
10(1)4,
10(3)14,
11(2)4,
11(2)7,
11(3)8,
11(3)9,
11(4)13,
11(4)15,
12(2)7,
12(3)10,
12(4)16,
13(1)1,
13(4)17
- therefore,
7(1)2,
8(4)17,
11(2)5,
11(2)6,
11(3)8,
11(3)11,
11(4)13,
12(2)7,
12(4)16,
13(2)8
- treebank,
8(3)10,
9(2)6,
10(1)5,
10(3)12,
10(4)18,
11(3)9,
13(2)9
- very,
5(2)89,
7(4)11,
8(3)12,
8(4)18,
10(1)4,
10(4)18,
12(3)12
- when,
5(2)89,
6(3)9,
6(3)11,
7(2)6,
7(4)11,
7(4)13,
8(1)3,
8(4)17,
9(1)3,
9(2)5,
9(3)11,
9(3)12,
9(4)13,
11(2)4,
12(1)2,
12(4)14,
13(2)8,
13(3)12
- which,
5(2)89,
5(2)121,
6(2)6,
6(2)8,
6(3)10,
6(4)1,
7(1)3,
7(2)7,
7(3)10,
7(4)13,
8(1)2,
8(1)4,
8(2)9,
8(3)10,
8(3)12,
8(4)14,
8(4)18,
9(1)1,
9(2)5,
9(3)12,
9(4)14,
9(4)15,
10(1)4,
10(1)6,
10(2)7,
10(2)8,
10(2)9,
10(3)12,
10(3)13,
10(3)14,
10(3)15,
10(4)17,
10(4)19,
10(4)20,
11(2)6,
11(3)8,
11(3)9,
11(4)13,
11(4)14,
11(4)15,
11(4)16,
11(4)18,
12(1)1,
12(1)3,
12(1)4,
12(2)5,
12(2)6,
12(2)7,
12(3)10,
12(3)11,
12(4)15,
12(4)17,
13(1)1,
13(2)8,
13(3)13,
13(4)17,
13(4)18
- Zitouni, Imed,
8(4)17