Part-of-Speech Tagging with Evolutionary Algorithms Lourdes

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Part-of-Speech Tagging with Evolutionary Algorithms Lourdes
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T ×16<º"ADº™µ57¶µZ=Ap°9°9³µ;\:º™5º™¯9;±"¯d8™5IÊ(5j=c5IÊo;\=8B;\=™69³gºBµ€¶d·5p²Mº™¯d;±+8B5I=B=c5 Á ;857°“;8"ADºBµ€5I¶d=\È
T ×16<º"ADº™µ57¶»µZ=Ap°9°d³€µ;\:^º™5 ;A7±"¯·7;¶d;(57²ºB¯9;\=™;ž±"¯98B57Êo5I=™57Êo;\=”¸}µ€º™¯ÃA–°98™5I´dAp´dµ€³µgºEÆ
·7µ Á ;\¶´MÆ¢ºB¯9;Ê6<º"ADºBµ€5I¶–8"ADºB;7È
T ®‹¯9;žº"Ap·^5p²}º™¯d;ƒÊ69ºBADºBµ€5I¶Ä°“57µ¶Iº(µ=8B;°9³ZA7±;\:»´MÆÃAp¶957º™¯9;\85p²}ºB¯9; Á A7³€µZ:»ºBA7·I=5p²
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5I¶d:<µ¶9· ¸5I8B:uȈ®‹¯9;¢¶9;¸ º"Ap·1µZ=U8"Ap¶d:<5IÊo³€Æ±"¯95I=™;¶»A7±\±+578":<µ¶9·–º™5‘µ€ºB=
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A7=‹A¯M69·I;@µ¶ ­d69;\¶d±+;57¶ƒº™¯9;’°“;8™²¿578BÊ¢Ap¶d±;7ÈjèQº
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.¡1#368983?RE:1
100
98
Correct tagging (%)
96
94
92
90
88
86
84
82
80
1−0
2−0
3−0
1−1
Context type
2−1
2−2
! 9z ®dz —_"_BmI[cT\_™`}[cTHER*J7HcT\NPWjR"i@YZJ[ˆiIN„Ÿ9RB[ER"WDHOhNP¡"R"OJ\YjH | R#_"J\WDHERBŽpH ‡ mIOhNPWjb‹THh[cT\NPWjNPWjb?_"J\[EGImjO
JY¡¯s°4±n²²9²¹…#J[ciIO ‡ T HER"OQHHERBŽpH(JYv³9±9²9²‘…J\[ciIO ‡ T‘G<J\GjmIl€T+HENPJWÄOhNP¡"R–JY´³n²1NgWjiINPfpNgiImMTlPO ‡ T
_™[EJOhOhJ+f•RB[[cTHER}JOY ±9²µ ‡ TWMi(T”SmIHcT+HENPJW[cT+HER}J\YO±9µK
µ=:<57Ê¢A7µ€¶<¼h=™°
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³A78™·I;”;\¶95769·I¯ƒºB5¢Ê¢ApÅ7;”º™¯d;U=cÆ<=cº™;Ê 6d=™;+²¿69³XÈ
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ADЏ;\±‚ºBµ€¶d·º™¯9;A7±\±+698"A7±Æ5p²ºB¯9;Á º"Ap·7·Iµ€¶d·dË7=™µ€ì\;@Ap¶
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=cµì;=Èpèh¶o5I8B:<;\8#º™5U:<;º™;\8™Êoµ¶9;‹º™¯9;}Ê¢ApæMµÊ6dÊ ³;¶9·7º™¯o5p²u±+5I¶IºB;+æMºB=/¸;‹¯dA Á ;‹±\Ap8B8™µ;\:5769º
A‘=Eº"ADºBµ=cº™µZ±A7³Ap¶
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±+57Êo°969º™;\(: Á¢'¾ Â<ÃÄ ÂyŲ¿5I8:<µ€Ð;8B;¶jº Ap³69;\=/5p¹² ÀdÈ &98B57Ê꺙¯95j=c;:dADºBAU¸;±\Ap¶ž:<;º™;8BÊoµ€¶d;
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95.5
Correct tagging (%)
95
94.5
94
93.5
93
0
2e+05
4e+05
6e+05
Training corpus size
8e+05
1e+06
! 9z Êdz —_"_BmI[cT\_™`@[cT+HER*[ER‚T\_ | R‚i…/N„H | iIN„Ÿ9RB[ER"WDHOhNP¡"R"OJ\YMH | R#Hh[cT\NPWjNPWIb‹_"J\[EGImjO ‡ mjOhNPWjb?_"JWDHERBŽpHEO
J YjH | RYJ\[ES˯™~t¯ ‡ T/HER"OQH“HERBŽpHJ\Y³±n²²…J\[ci7O ‡ TG<JGImjlgTHENPJW@OhNP¡"R#JY³9²/NPWMi7NgfpNgiImjT\lPO ‡ T_™[EJOhOhJ+f•RB[
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A¢=™Ap²¿; Á Ap³69;UAp¶d: µ¶1Êo5I=cº”±AI=c;=LÀ<Ìµ=};\¶9576d·7¯Èd®‹¯d;8B;+²¿578B;7À
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; Á 5I³€69º™µ57¶dA78™ÆU°d8™5<±+;=™=\Àp=™557¶9³ÆA=™µ€·I¶9µ€Ñ
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¸}µgºB¯ º™¯9;=™µì;5p²#ºB¯9;º™8"Apµ¶9µ¶9·¢±+5I8™°96
=Àd=™¯95D¸}µ¶9·(º™¯dApº@µ€º”=™Apº™698"ADºB;\=‹´“;ÆI57¶d:1A¢±;8™ºBApµ¶
=cµì;¢¾A78™5I69¶d: ÞpÙIÙ9À Ù7Ù7Ù¸5I8B:d=BÂ+È
®‹¯9;@´“;\=cº?ã@µ:9:9;¶ƒ×‘A78™ÅI5 Êo5<:<;³Z=ºEÆj°dµ±\Ap³³€Æ(°
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95.5
95.3
Correct tagging (%)
95.1
94.9
94.7
94.5
94.3
PS=56, %X=50, %M=5
PS=36, %X=50, %M=5
PS=16, %X=50, %M=5
PS=56, %X=60, %M=5
94.1
93.9
93.7
93.5
0
20
40
60
Iteration number
80
100
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