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

3、..usesWeareconcernedthatthequalityofresultsonlylinguisticdistributionalrules.TestedproducedbyanNLPparserbearslittle,ifagainsta38,000-wordcorpusofpreviouslyany,relationtothepercentage-resultsclaimedbythevariousNLPparser-systemspresentlyunseentext,thetaggerreachesab

4、etterac-mavailableforuse.Toillustratethisproblem,curacythanprevioussystems(over99%).weexamineonereadilyavailableNLPtagging(Voutilainen,1995)andparsingsystem,theENGCGparser;andmonetagger,theBrintagger.WenoteresponsesWeareconcernedaboutthemisleadingnatureoftobothart

5、ificiallygeneratedandnaturallyoc-suchpublishedstatistics,althoughresearcherswork-curringtext.ThepercentageassessmentsareingonNLPsystemsareofcoursewellawarethatmethodologicallyflawed,andshouldbetakenthefiguresmustbeinterpretedcarefully.Tobeablemwithagrainofsalt;ins

6、tead,assessmentoftheperformanceofanNLPparsershouldbeef-toshowourcauseforconcernwemustlookatthefectedbyauser,andsolelyfromaconsidera-statisticsofawellknownparser,andalsoatitsac-tionoftheresultingparsesofexactlythein-tions.Unfortunatelytherearerelativelyfewsystemsmp

7、utwhichanNLPuserdecidestocontributewhicharefreelyavailableforconsultationorexami-forsuchanassessment.Carefulattentiontonation,andforthisreasonweareforcedtopickoninputofwhatevercorpustheuserdecideson,ispresentlytheonlysuitablequalifyingtestofsomeofthefewsystemsthat

8、are.Thecriticismsweparsingability.Theparsersavailablearenonemakeherearenotdirectedagainsttheparsersweofthemperfectibleyet,despiteapparentyieldsuseasexamples,butagainstthewayinwhichournowquotedat99%+.Weconsidertheimpactfieldistreatingitsstatistics.ofZipf'sargumento

9、f'leasteffort'onpercent-OurmainexampleistheENGCGparser,inoneageassessment;andweopenadiscussiononestimatingtherelativecomplexitiesofcorpora.specificformw

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