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GATE功能介紹魯廷明 2009年6月9日2目錄概覽功能介紹本次研究的不足之處概覽(1)GATE
is
a
General
Architecture
for
Text
EngineeringDeveloped
by
the
Natural
Language
Processing
Research
Groupwithin
the
Department
of
Computer
Science
at
the
UniversityofSheffield概覽(2)Language
Resources
(LRs)refers
to
data-only
resources
such
as
document,
corpus.Processing
Resources
(PRs)refers
to
resources
whose
character
is
principally
programmatic
oralgorithmic,
such
as
tokeniser,
POS
tagger.Applicationsmodel
a
control
strategy
for
the
execution
ofPRs.There
are
two
main
types
of
pipeline:Simple
pipelinesCorpus
pipelines概覽(4)documentannottationSetannotationTypefeature功能介紹Tokeniser分功能,每個Token注包括的屬性有:kind:
Word,
Number,
Symbol,
Punctuation,
SpaceTokenorth:
upperInitial,
allCaps,
lowerCase,
mixedCaps
lengthstringSentence
Spliter實(shí)現(xiàn)分句功能功能介紹Gazetteer辭典lists.def
內(nèi)容包括country.lst:location:countrycountry.lst
內(nèi)容包括ChinaChineChypreColombiaColombie功能介紹Part
of
Speech
Tagger詞性標(biāo)注也有標(biāo)注錯誤的:I
will
study
hard
this
year.JJ(adjective,應(yīng)當(dāng)為RB
adverb)功能介紹Semantic
Tagger就是NE
Transducer,命名實(shí)體識別Orthographic
Coreference
(Orthomatcher)The
Orthomatcher
module
adds
identity
relations
between
namedentities
found
by
the
semantic
tagger,
in
order
to
performcoreference.Pronominal
Coreference將人名、代系起來,比如:John
Smith…h(huán)e…h(huán)im…John…h(huán)e…功能介紹Document
ResetRemove
all
the
annotation
sets
and
their
contents,
apart
fromtheone
containing
the
document
format
analysis
(Original
Markups).功能介紹Verb
Group
ChunkerThe
rules
cover
finite
('is
investigating'),
non-finite
('toinvestigate'),
participles
('investigated'),
and
special
verbconstructs
('is
going
to
investigate').Noun
Phrase
ChunkerMarking
noun
phrases
in
text.功能介紹OntoText
Gazetteer與ANNIE
Gazetteer
結(jié)果相似,但是算法不同。Flexible
GazetteerThe
Flexible
Gazetteer
provides
users
with
the
exibility
to
choosetheir
own
customized
input
and
an
external
Gazetteer.Gazetteer
List
Collector指定標(biāo)注類型的實(shí)體插入到指定Gazetteer的相應(yīng)list中并生成統(tǒng)計文件(實(shí)體名$次數(shù))功能介紹Tree
TaggerThe
TreeTagger
is
a
language-independent
part-of-speechtagger.The
TreeTagger
is
a
tool
for
annotating
text
with
part-of-speech
andlemma
information.
It
was
developed
by
Helmut
Schmid
in
the
TC
projectat
the
Institute
for
Computational
Linguistics
of
the
University
ofStuttgart.
The
TreeTagger
has
been
successfully
used
to
tag
German,English,
French,
Italian,
Dutch,
Spanish,
Bulgarian,
Russian,
Greek,Portuguese,
Chinese
and
old
French
texts
and
is
adaptable
to
otherlanguages
if
a
lexicon
and
a
manually
tagged
training
corpusareavailable.分析英語文件成功cd\treetagger\bintag-english.bat
news1.txt但是未能集成到GATE中功能介紹StemmerEach
Token
is
annotated
with
a
new
feature
"stem",
with
thestem
for
that
word
as
its
value.GATE
Morphological
AnalyzerConsidering
one
token
and
its
part
of
speech
tag,
one
at
a
time,
itidentifes
its
lemma
and
an
affix.
These
values
are
than
added
asfeatures
on
the
Token
annotation.MiniPar
ParserIt
takes
one
sentence
as
an
input
and
determines
the
dependencyrelationships
between
the
words
of
a
sentence.功能介紹RASP
ParserRASP
(Robust
Accurate
Statistical
Parsing)
is
a
robust
parsing
system
for
English.包括以下四個PR:RASP2
TokenizerRASP2
POS
TaggerRASP2
Morphological
AnalyserRASP2
Parser:
creates
multiple
dependency
annotations
to
represent
a
parse
of
each
sentence.RASP
is
only
supported
for
Linux
operating
systems.SUPPLE
ParserSUPPLE
is
a
bottom-up
parser
that
constructs
syntax
trees
and
logical
forms
for
Englishsentences.Need
a
Prolog
interpreter.Stanford
Parser功能介紹Montre
alTra
nsduce
rManyofthekeyfeaturesintroducedintheMontrealTransducer(MT)havenowbeenportedinsomeformintothestandardJAPEtransducer.ThestandardJAPEtransducerislikelytobemorestableandbugswillbexedmorerapidlythanwiththeMT.與standardJAPEtransducer類似,未研究。功能介紹ChinesePl
uginTheChineseplugincontainsasimpleapplicationforChineseNErecognition(chinese.gapp).功能介紹Chem
is
tr
yTaggerThisGATEmoduleisdesignedtotaganumberofchemistryitemsinrunningtext.Currentlythetaggertagscompoundformulas(e.g.SO2,H2O,H2SO4...)ions(e.g.Fe3+,Cl-)andelementnamesandsymbols(e.g.SodiumandNa).Limitedsupportforcompoundnamesisalsoprovided(e.g.sulphurdioxide)butonlywhenfollowedbyacompoundformula(inparenthesisorcommas).功能介紹FlexibleE
xporter可以指定一個標(biāo)注集的若干標(biāo)注類型,輸出帶這些標(biāo)注的文檔到文件,并可以改變輸出文件中標(biāo)注類型的名稱。An
no
ta
tion
SetTransfer將一種標(biāo)注集中的一部分標(biāo)注轉(zhuǎn)移(或拷貝)到另一個標(biāo)注集中(然后將這個部分的標(biāo)注集可以作為其他PRs的輸入,再處理)。Forexample,wemightwishtoperformnamedentityrecognitiononthebodyofanHTMLtext,butnotontheheaders.Aftertokenisingandperforminggazetteerlookuponthewholetext,wewouldusetheAnnotationSetTransfertotransferthoseannotations(createdbythetokeniserandgazetteer)intoanew決道an肌not飾at紡i困ons閑e炎t,鑒猜and跟t肚h腔enr坦要unt片保her收e艷ma隊(duì)in率i爪ngN獲E馬r括es城ou商rc脖e暫s,s要血uch稼a海st港映hes孟e司m慢ant披ic腿t年a仰gge臥ra鋪透ndcor稈ef抗er膚e恒nce駐mo我dul迎es食,o楚n薪珠功能介紹Inform
at
ion
Re
trieva
linG
AT
EThecurrentimplementationisbasedonthemostpopularopensourcefull-textsearchengine–Lucene.CrawlerThecrawlerpluginenablesGATEtobeusedforacorpusthatisbuiltusingawebcrawl.ThecrawleritselfisWebsphinx.ThisisaJAVAbasedmulti-threadedwebcrawlerthatcanbecustomizedforanyapplication.功能介紹GooglePluginThispluginallowstheusertoqueryGoogleandbuildthedocumentcorpusthatcontainsthesearchresultsreturnedbyGoogleforthequery.YahooPluginThispluginallowstheusertoqueryYahooandbuildthedocumentcorpusthatcontainsthesearchresultsreturnedbyYahooforthequery.功能介紹WordNetinGATE執(zhí)行出錯。MachineLearningi
nGATEMinorThirdMI
AKT
NLGLexico
n尚不明白用在何處。Ont野o撤Ro元otGa縮慧zet鼠t汁eer畝功能介紹Kea-Au
to
ma
ticKeyphraseDete
ctio
nKeaisatoolforautomaticdetectionofkeyphrases.先訓(xùn)練得到模型,然后可以應(yīng)用。OntotextJapeCCompilerJapecisanalternativeimplementationoftheJAPElanguagewhichworksbycompilingJAPEgrammarsintoJavacode.Comparedtothestandardimplementation,thesecompiledgrammarscanbeseveraltimesfastertorun.功能介紹ANNICANNIC(ANNotation
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