The Present Use of Statistics in the Evaluation of NLP Parsers

The Present Use of Statistics in the Evaluation of NLP Parsers

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时间:2019-05-27

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2、ThePresentUseofStatisticsintheEvaluationofNLPParsersIiJ.EntwisleD.M.W.PowersIFlindersUniversityofSouthAustraliaFlindersUniversityofSouthAustraliajim@cs,flinders,edu.aupowers~cs,flinders,edu.aumAbstracthybrids]seemcapableofexceedingthe97%barrier....Next,anewsystem..usesWeareconcerned

3、thatthequalityofresultsonlylinguisticdistributionalrules.TestedproducedbyanNLPparserbearslittle,ifagainsta38,000-wordcorpusofpreviouslyany,relationtothepercentage-resultsclaimedbythevariousNLPparser-systemspresentlyunseentext,thetaggerreachesabetterac-mavailableforuse.Toillustratethi

4、sproblem,curacythanprevioussystems(over99%).weexamineonereadilyavailableNLPtagging(Voutilainen,1995)andparsingsystem,theENGCGparser;andmonetagger,theBrintagger.WenoteresponsesWeareconcernedaboutthemisleadingnatureoftobothartificiallygeneratedandnaturallyoc-suchpublishedstatistics,alt

5、houghresearcherswork-curringtext.ThepercentageassessmentsareingonNLPsystemsareofcoursewellawarethatmethodologicallyflawed,andshouldbetakenthefiguresmustbeinterpretedcarefully.Tobeablemwithagrainofsalt;instead,assessmentoftheperformanceofanNLPparsershouldbeef-toshowourcauseforconcernw

6、emustlookatthefectedbyauser,andsolelyfromaconsidera-statisticsofawellknownparser,andalsoatitsac-tionoftheresultingparsesofexactlythein-tions.UnfortunatelytherearerelativelyfewsystemsmputwhichanNLPuserdecidestocontributewhicharefreelyavailableforconsultationorexami-forsuchanassessment

7、.Carefulattentiontonation,andforthisreasonweareforcedtopickoninputofwhatevercorpustheuserdecideson,ispresentlytheonlysuitablequalifyingtestofsomeofthefewsystemsthatare.Thecriticismsweparsingability.Theparsersavailablearenonemakeherearenotdirectedagainsttheparsersweofthemperfectibleye

8、t,despiteapparentyieldsuseasexamples,butagainstthewayinwhichournowquotedat99%+.Weconsidertheimpactfieldistreatingitsstatistics.ofZipf'sargumentof'leasteffort'onpercent-OurmainexampleistheENGCGparser,inoneageassessment;andweopenadiscussiononestimatingtherelativecomplexitiesofcorpora.s

9、pecificformw

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