Reading Ability- Lexical Quality to Comprehension
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SCIENTIFIC STUDIES OF READING,11(4),357–383
Copyright ©2007, Lawrence Erlbaum Associates, Inc.
Reading Ability: Lexical Quality
to Comprehension
Charles Perfetti
University of Pittsburgh
Thelexicalqualityhypothesis(LQH)claimsthatvariationinthequalityofwordrep-resentationshasconsequencesforreadingskill,includingcomprehension.Highlexi-calqualityincludeswell-specifiedandpartlyredundantrepresentationsofform(or-thographyandphonology)andflexiblerepresentationsofmeaning,allowingforrapidandreliablemeaningretrieval.Low-qualityrepresentationsleadtospecificword-relatedproblemsincomprehension.Sixlinesofresearchonadultreadersdem-onstratesomeoftheimplicationsoftheLQH.First,large-scalecorrelationalresultsshowthegeneralinterdependenceofcomprehensionandlexicalskillwhileidentify-ingdisassociationsthatallowfocusoncomprehension-specificskill.Second,word-levelsemanticprocessingstudiesshowcomprehensionskilldifferencesinthetimecourseofform-meaningconfusions.Studiesofrarevocabularylearningusingevent-relatedpotentials(ERPs)showthat,third,skilledcomprehenderslearnnewwordsmoreeffectivelyandshowstrongerERPindicatorsformemoryofthewordlearningeventand,fourth,suggestskilldifferencesinthestabilityoforthographicrepresentations.Fifth,ERPmarkersshowcomprehensionskilldifferencesinmean-ingprocessingofordinarywords.Finally,intextreading,ERPresultsdemonstratemomentarydifficultiesforlow-skillcomprehendersinintegratingawordwiththepriortext.Thestudiesprovideevidencethatword-levelknowledgehasconsequencesfor word meaning processes in comprehension.
Inreading,thesingularrecurringcognitiveactivityistheidentificationofwords.Fromthisfollowtwoother,relatedobservationsaboutreading:Comprehensiondependsonsuccessfulwordreading.Skilldifferencesincomprehensioncanarisefrom skill differences in word reading.
Thesesimpleobservationsformthecoreofatheoryofcomprehensionskillpublishedover20yearsago(Perfetti,1985).Verbalefficiencytheoryclaimedthat
CorrespondenceshouldbesenttoCharlesPerfetti,LRDC,UniversityofPittsburgh,Pittsburgh,PA15260. E-mail: Perfetti@pitt.edu
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wordidentification,therapidretrievalofaword’sphonologyandmeaning,wasalimitingfactorincomprehension.Ireferredtothesecognitiveeventsofwordiden-tificationas“retrievals”becausetheyoperatedoninformationaboutawordstoredinareader’sorthographicallyaddressablememory.Butattheheartofwordidenti-ficationwerethephonologicalproceduresthatallowedaword(oranonword)tobedecoded,whetherornotmeaningwasalsoretrieved.Thetheoryassumedtheabilitytodecodenonwordswasthehallmarkofbasicalphabeticreadingskill.Infact,phonologywasimportantenoughinthisaccountthatithadredundantpartici-pation.Phonologywasbothstoredaspartoftheword(andthusretrievedduringidentification)andgeneratedbyconnectionsamongsubwordunitsthatwerepartoftheword.ThisconceptualizationwasexplicitintheRestrictedInteractiveModel,whichfocusedonthedevelopmentwithexperienceofspecificandredun-dant sublexical components suggested in Perfetti (1992).
Inthetheory,thelinkfromword-levelreadingtocomprehensionwasthroughtheassumptionthatcomprehensionincludedhigherlevelprocessesthatrequiredcognitiveresources(workingmemory),forexample,integrativeprocesses,infer-ences,syntacticrepairs.Wordidentification,andcertainlythesublexicalpro-cessesthatproduceit,werecandidatesforlow-resourceorautomaticprocesses(LaBerge&Samuels,1974)thatcouldpreserveprocessingresourcesforhigherlevelcomprehension.Automatic,resource-cheapword-levelprocesses—verbalefficiency—wereassumedtosupportcomprehension.Childrenwhohavethisefficiencywouldbeabletoachievehighlevelsofcomprehension,andchildrenwithinefficientword-levelprocesseswouldhaveproblemswithcomprehension.Theresearchshowingcorrelationsbetweenchildren’sdecodingskillandcom-prehensionwasconsistentwiththisaccount.Furthermore,thereisnoreasontosupposethatthisrelationshipdisappearsforolderreaders(Shankweileretal.,1999).
Thisgeneralaccountcontinuestoseemcorrecttome.However,Ithinkitsem-phasisoncompletelygeneralprocesses—decoding,phonologicalprocesses,re-trieval,memory,automaticity—althoughtheoreticallyconsistent,seemedtoleaveknowledgeoutofthepicture.Skilledreadingwasaboutefficientprocessingmech-anismsandlessskilledreadingwasaboutthesesamemechanismsexecutedineffi-ciently.Thisdescriptionseemedtopredictthatbecomingfasteratwordidentifica-tionleadstobettercomprehension.Inefficientreaderscanindeedbecomemoreefficient(Breznitz&Share,1992),andimprovingindividualwordreadingspeedmayincreasefluency(Martin-Chang&Levy,2005)and,undersomecircum-stances,comprehension(Breznitz&Share,1992;Tan&Nicholson,1997).How-ever,increasingdecodingspeedbyitselfhasnotalwaysincreasedcomprehension(Fleisher,Jenkins,&Pany,1979;Perfetti,1985).Overall,althoughthehypothesisthattrainingword-readingspeedraisescomprehensionhassomeresearchsupport,itisnottheprimarypracticalimplicationofthegeneralideathatcomprehensiondepends on efficient word reading.
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Efficiencyisnotthesameasspeed.Efficiencyisaratioofoutcometoeffort,withtimeasaproxyforeffort.Soalthoughprocessingdescriptionsmakeacoher-entframeworkforefficiency,theyleaveoutthebasicnatureandsourceofthewordreadingoutcomesonwhichefficiencydepends.Theseoutcomesarewordidenti-tiesthatmomentarilyrepresentformandmeaningcomponentsthatarethebasicelementsofcomprehension.Onthisdescription,thethingtounderstandisnotspeedbutrathertheabilitytoretrievewordidentitiesthatprovidethemeaningsthereaderneedsinagivencontext.Thissourceofthisabilityistheknowledgeareaderhas about words, specific lexical representations.
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Underlyingefficientprocessesareknowledgecomponents;knowledgeaboutwordforms(grammaticalclass,spellingsandpronunciations)andmeanings.Addeffectivepractice(readingexperience)oftheseknowledgecomponents,andtheresultisefficiency:therapid,low-resourceretrievalofawordidentity.Lexicalquality(LQ)referstotheextenttowhichthereader’sknowledgeofagivenwordrepresentstheword’sformandmeaningconstituentsandknowledgeofwordusethatcombinesmeaningwithpragmaticfeatures.Thusthevocabularyofagivenlanguageincludes,foragivenreader,wordsofwidelyvaryingLQ,fromrarewordsneverencounteredtofrequentlyencounteredandwell-knownwords.Like-wise,individualreadersdifferintheaverageLQoftheirwords.Thisreadervari-abilityisnotjustaboutthesizeofvocabulary,althoughitincludesthis;itisabouttherepresentationofwords,thestableandlessstableknowledgethereaderhasabout the word’s form and meaning.
Ofcourse,thequestionbecomeswhatis“quality,”awordthatcouldevokesus-picionwithoutsomedefinition.Qualityistheextenttowhichamentalrepresenta-tionofawordspecifiesitsformandmeaningcomponentsinawaythatisbothpre-ciseandflexible.Theprecisionisneededbecause“prettyandpetty”and“knightandnight”arenotthesame.Theflexibilityisneededbecausethemeaningsof“roamingcharge”and“afeechargedbyamobilephoneserviceforcallsinitiatedorreceivedoutsideacontractedservicearea”arethesame.Bothprecisionandflexibilityareneededtounderstandandpronouncerecordin“Youneedarecordofthetransaction”and“Theycan’trecordtheconversation.”Thesesimpleexamplesarejustthetipoftheicebergofform-meaningcomplexities.LQprovidesameansforsafepassagethroughthem.Earlierchapters(Perfetti&Hart,2001,2002)con-tain additional examples and theoretical discussions of LQ.
OnewaytobecomemorespecificaboutLQistoidentifythefeaturesthatwehy-pothesizetodistinguishhigherqualityfromlowerqualityrepresentations.Table1doesthis.Itidentifiesfivefeaturesoflexicalrepresentationthatdistinguishhighandlowqualityandshowsthree(theremaybemore)hypothesizedconsequencesof
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TABLE 1
Properties and Consequences of Lexical Quality
Representational Properties
of Lexicon
Orthography
PhonologyHigh QualityFully specified; letters areconstantsRedundant word-specific
phonology and context-
sensitive grapheme-phoneme
phonology
All grammatical classes of the
word represented; morpho-
syntactic inflections
represented
More generalized, less
context-bound; fuller range
of meaning dimensions to
discriminate among words in
same semantic field.
Orthographic, phonological, and
semantic constituents are
tightly boundLow QualityNot fully specified; some lettersare variablesLess stable because of variableword-specific phonology and/or grapheme-phonemephonologyIncomplete range of form classuses; less stablemorpho-syntaxMore context bound; fewerrelevant meaning dimensionsto discriminate among relatedwordsOrthographic, phonological, andsemantic constituents are lesstightly boundGrammarMeaningConstituent binding
Possibleprocessingconsequences
duringreading
StabilityHigher; word identity is reliably
retrieved from an
orthographic or phonological
input
SynchronicityWord identity constituents are
activated and retrieved in
synchrony as a word identity
Meaning integrationHigher; word identities
available for building
comprehensionLower; word identity issometimes not retrieved froman orthographic orphonological inputWord constituents may beactivated and retrievedasynchronously; (e.g. laboreddecoding; activation ofincorrect meanings frompartial input)Lower; comprehensionprocesses that operate overword identities at risk
thesequalityfeaturesforreadingprocesses.Therepresentationalfeaturesarethefourconstituentsofwordidentity—orthography,phonology,morpho-syntax,andmeaning.Thefifthrepresentationfeatureisconstituentbinding,thedegreetowhichthefirstfourfeaturesareboundtogether(especiallythefirstthree;thegrammaticalfeaturemightbeconsideredtobeimplementedbyagrammaticalprocessthatoper-atesonthelexeme).Bindingsareconnectionsthatsecurecoherenceamongthecon-stituents,theorthographic,phonological,andsemanticrepresentations,whichto-getheraretheword’sidentity.Thebindingfeatureisnotindependentbutrathera
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consequenceoftheorthographic,phonologicalandsemanticconstituentsbecomingwellspecifiedinassociationwithanotherconstituent.
TheconsequencesofhighqualityinsublexicalandlexicalknowledgearealsoshowninTable1.Thesearehypothesizedconsequencesthataresubjecttoempiri-caltesting,andsomehaveatleastindirectevidence.Forexample,thehypothesisthatlowLQcanleadtotheasynchronousactivationofwordconstituentsisconsis-tentwithresultsofBreznitzandMisra(2003),whofoundthatERPindicatorsoforthographyandphonologyforlow-skillreadingweremoreasynchronousthanthoseofskilledreaders.Moregenerally,readingwordsincontextisaffectedbyLQ,providingtheimportanthypothesizedlinkbetweenLQandcomprehension(Perfetti&Hart,2001).ThegeneraldescriptionofthislinkisthatlocalprocessesofintegratingwordmeaningswithinandacrosssentenceboundariesareaffectedbytheLQofwordsthatareidentifiedaspartofthecomprehensionprocess.Onefi-nalobservationconcernsthedifferencebetweenaspokenandwrittenword.Myfocusisonreading,andforthatorthographyispartofLQ.However,alexicalanal-ysiscanbeappliedtojustspokenlanguagewithafocusonphonologicalrepresen-tations and meaning.
WORD PROCESSING, WORD LEARNING,
AND COMPREHENSION STUDIES
WiththisbackgroundonthegeneralnatureoftheLQhypothesis(LQH)anditslinkstotheprocess-orientedaccountofverbalefficiency,IturnnowtoareviewofsomestudiesofreadingthatbearontheLQH.Althoughthesearestudiesofadultreading, I believe their conclusions apply also to children’s reading.
TheStructureofLexicalandComprehensionSkillinReading
Lexicalknowledgeandcomprehensionshouldbeassociated,andtheyare.Posi-tivecorrelationsbetweenword-processingmeasuresofvariouskindsandreadingcomprehensionassessmentsarewellestablishedinbothchildren(Perfetti,1985)andadults(Haenggi&Perfetti,1994).Moreinterestingisthefactthatthiscorrela-tionisgenerallyinthemoderaterange,leavingplentyofroomfordisassociationbetweenthetwo.We’vemaintainedalargedatabaseofcollegestudentsforwhomwetakevariousreadingandreading-relatedmeasures.Ingeneral,weareinter-estedinknowingtheassociatesofreadingcomprehensionskillandintheout-comesofexperimentsthatrelatedspecificreadingprocessestothesemeasures.PerfettiandHart(2002)reportedsomeresultsoffactoranalysisonasampleof445individualsfromthisdatabase.Theyconcludedthatskilledreaders’knowledgeofspelling,phonology,anddecodingcouldberepresentedreasonablywellbyasin-glewordformfactorwithasecondfactorreflectingmeaningandcomprehension.However,lessskilledreaders,inadditiontoameaningfactor,requiredtwoform
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factors—oneloadedwithmorephonologicaltasksandtheotherwithmoreortho-graphic tasks, suggesting less coherence of word identities.
Sincethentwodissertationshaveassessedlargesamplesfromthisdatabase,basedonpartlydifferenttasks,onebyHart(2005)andalateronebyLandi(2005).BothHartandLandiwereinterestedinthedisassociationofword-levelskillfromcomprehensionskill,asassessedbytheNelson–Dennycomprehen-siontest.Hartanalyzedthescoresof792students,concludingthat,amongthosewhocouldbemostconfidentlyclassified,18%werebelowthemedianincom-prehensionbutatorabovethemedianonlexicalmeasures;64%showedthemoretypicalassociationpatternoflexicalandcomprehensionscoresbothhighorbothlow.Inherexperimentswithacarefullydefinedsubsetofthissample,Hartaskedwhethercertainaspectsoflearninganartificiallanguagemightde-pendmoreonfirst-languagelexicalknowledgecomparedwithfirst-languagecomprehensionskill.Herresultsshowedacomplexpattern,withbothcompre-hensionandlexicalknowledgepredictingvariousmeasuresofperformancewiththenovellanguageduringlearningandinpostlearningtransfer.However,lexicalknowledge,morethancomprehension,predictedthelearningofthisartificiallanguage,includingitsnovelorthographyanditsdecodingmappings.Italsopredictedresistancefrominterferencebyhomophonesthatwereplantedinthenewlanguage,replicatingaresultreportedinPerfettiandHart(2001)forEng-lish.
Landi’ndi’sfactoranalysisoffivetasksyieldedacomprehensioncomponentandalexicalcomponent,whichshethenusedtoweightnormalizeindividualparticipantscoresoneachtest.Figure1showsascatterplotofthesescores.Inthisnormalizedanalysis,23%werebelowthemedianonthecomprehensioncomponentbutabovethemedianonthelexicalcomponent;thereversepattern,highcomprehensionbutlowlexicalcomponents,wasobservedfor9%ofthesample.Thisasymmetryisthepatternonewouldex-pect(butmightnotfindbasedonmediansplitsoftestscores).Lexicalknowledgeisnotsufficientforcomprehension,sothelow-comprehension/highlexicalpatternismoreprominentthanthehigh-comprehension/low-lexicalpattern.Theapproxi-mately20%(18%inHart’ssample,23%inLandi’ssample)ofcollegestudentswhosecomprehensionlevelsundershootthelevelexpectedbylexicalskillsidenti-fiesagroupforwhomhypothesesaboutothersourcesofcomprehensionproblemscan be meaningfully tested.
Theideathatlexicalprocessesarenotsufficientforcomprehensionshouldnotbecontroversial,althoughacarelessreadingofverbalefficiencytheorymighthaveledsometobelievethatthetheoryassumedtherewasnothingtocomprehen-sionbeyondefficientwordreading.Observationstothecontraryhavelongbeenintheliterature,andatleastafewofthemseemtohavecontrolledadequatelyforword-levelskills.StudiesbyOakhillandcolleagues(Cain&Oakhill,1999;
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FIGURE1Scatterplotofnormalizedcomponentscoresfromprincipalcomponentsanalysisofreadingtestscoresfromasampleof799collegestudents,basedonLandi’s(2005)disserta-tion.Inthisprocedure,normalizedZscoresforeachtestforeachparticipantweremultipliedbythefactorscoreforthattestdeterminedfromthePrincipleComponentsAnalysis.Thus,theplotisafactor-weightedcompositeoffivetests(decoding,spelling,vocabulary,comprehension,and the Author Recognition Test) that weighted differentially on the two components.
Oakhill,Cain,&Bryant,2003)seemtoshowthatsomechildrenhavetroubledrawinginferencesduringcomprehension,despitehavinggooddecodingskills.Moregenerally,comprehensionproblemscanarisefromgenerallanguagecom-prehensionproblemsevenwhenworddecodingappearstobeadequate(Stodhard&Hulme,1996).(Forreviews,seeNation,2006,andPerfetti,Landi,&Oakhill,2005).Anothercandidateforcomprehensionproblems,closertotheideaofLQ,isthehypothesisthatchildrenwithadequatedecodingandphonological-levelskillscanhaveword-levelsemanticproblemsthataffectcomprehension.Thissemanticdeficithypothesis(Nation&Snowling,1998,1999),whichhassomeevidenceinstudiesofchildren,allowsforseveralinterpretationsofsemanticdeficits,includ-ingaproblemwithsemanticcategories.Fornow,theLandiandHartstudiesex-tendtotheadultpopulationtheobservationthatdecodingisnotsufficientforcom-prehension.
Studies of Form–Meaning Confusions
OnewaytostudytheeffectsofLQoncomprehensionistoexperimentallycreatethreatstoquality.ThisisthebasisforexperimentsreportedinPerfettiandHart(2001),whichIonlybrieflyreviewhere.Thekeyideaisthatforawordlikewails,
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thequalityofitsidentity,whichentailsitsspelling,pronunciation,andmeaning,isthreatenedbytheexistenceofwhales,whichsharesitspronunciation.Sohowdoreadersofhigherandlevelskillhandlethiskindofthreat?Ourhypothesiswasthatbetterreaders,definedbycomprehensionassessment,havehigherqualityrepre-sentations,sogivenwail,theyshouldretrievewailassociates,notwhaleassoci-ates,evenifthereismomentaryactivationofboththepresentedwordanditsho-mophone (Gernsbacher & Faust, 1991).
InthemeaningtaskreportedinPerfettiandHart(2001),readersdecidedwhethertwowordspresentedinsuccessionweresemanticallyrelated.Sometrialscontainedhomophonesofwordsthatwouldhavebeenrelated,aswhenwailswasfollowedbydolphins.Skilledcomprehendersshowedfaster-meaningdecisionsforbothcontrolpairsandhomophones,andtheyshowedlesshomophoneconfu-sionwhenthepresented(confusable)formwastheoneofhigherfrequency(whales–criesratherthanwails–dolphins).However,theydidshowconfusionswhenpresentedwithaformoflowfrequency,andthiseffectoccurredatshorterla-tenciesthanitdidforlessskilledcomprehenders.Sonight–armordidnotproduceconfusion(intheformoflongerdecisiontimes)forskilledcomprehenders,al-thoughitdidforlessskilledcomprehenders.However,knight–eveningproducedinterferenceforskilledcomprehenders,andthisemergedveryrapidly,ataStimu-lusOnsetAsynchronyof150msec,whereasforlessskilledcomprehendersthein-terferenceeffectdidnotemergeuntil450msec.Thus,skilledcomprehendersshowlessinterferencebasedonform,andwhentheyshowinterference,itoccurswithin150msofexposuretothehomophone,suggestinganearlyactivationofword phonology.
Thisfrequencyeffectinhomophoneconfusionsappearstobedependentonwordexperience.InastudyreportedinHartandPerfetti(inpress),readerswereprovidedwithexperienceonthememberofahomophonepairthatwasjudgedtobelessfamiliar,soastomakeitmorefamiliarthanitsmate.Forexample,inthepairnight–knight,knightwasratedlowerinfamiliarity,soitwastheonepartici-pantsexperiencedintraining;similarly,inhair–hare,harewasratedlower,soitwasthetrainingword.Theresultofthetraining,whichconsistedofvisualexpo-surestothewordassociatedwithmeaning,wasthereversalofthefrequencyeffectinhomophoneinterference.Intermsoftheexamples,trainingonknightcausedse-manticdecisionsonknight–eveningtoproducelessinterferencethansemanticde-cisionsonnight–armor.Soform-basedconfusionsdependontherelativefrequen-ciesofcompetingforms,whichinturndependonreadingexperience.Ahighlyfrequentformisrelativelyprotectedfrominterference,becauseitretrievesitsmeaningandpronunciationrapidlyasastable,uniquewordidentity.Aninfrequentformislessprotectedbecauseitismorelikelytoretrieveanunstableidentitybasedonsharedphonologywiththemorefrequentform.Theapplicationofthistoread-ingskillisthatLQdependsonexperiencewithwords.Askilledcomprehenderhas
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hadmoreexperiencewithagivenwordthanhasalessskilledreader,andthishasimportant implications.1
Therelationshipbetweenwordfrequencyestimatesandvariousword-process-ingtasksisnonlinear,generallylogarithmic.Inlowfrequencyranges,agivendif-ferenceinfrequencybetweentwowordsmayhavealargeeffectonmeasuresofspeedofprocessing;inhighfrequencyranges,thatsamefrequencydifferencehasasmallereffect.Skilldifferencesinword-readingexperimentsareusuallygreaterforlow-frequencywordsthanhigh-frequencywords.Thismayreflecttheimpor-tanceofsomeminimumnumberofexposuresforawordtobeidentifiedwithloweffort.Ifweassumethatagivenwordhasbeenreadmorefrequentlybyaskilledreaderthanalessskilledreader,thenitfollowsthattheskilldifferencesweobserveinprocessingthatwordreflectthisfrequencyofexperiencedifference.However,thedifferenceinexposuresseemstohaveaneffectonlyforlow-frequencywords,consistentwithassumptionthatitisthelow-frequencyrangewhereincrementsinfrequencyaremostimportant.Althoughrecencyeffectscanbedisguisedasfre-quencyeffects,thisdoesnotmatterfortheskillconclusion.Morereadingleads,statistically,tomorefrequentandmorerecentencountersandbothmayhavethisnonlineareffectonword-readingefficiency.Althoughthisstatisticalperspectiveisimportant,itdoesnotmeanthatallexperienceswithwordsareequal.Infact,inthenextsection,Ireviewastudythatsuggeststhatskilledcomprehendersmakebetteruse of their experiences with words they are trying to learn.
Learning the Meanings of New Words
GiventheimplicationthatLQisacquiredthrougheffectiveexperiencewithwords,wemightbeabletoobservetheacquisitionofLQduringwordlearning.Further-more,bycomparingthelearningofreaderswhodifferincomprehensionskill,wecanexaminethelinkbetweenLQandcomprehensioninasituationthatcontrolsthewordexperiences.Inthisresearch,wehaveusedbothbehavioralandERPmeasures.
Perfetti,Wlotko,andHart(2005)taughtthemeaningsofveryrarewordstoun-dergraduatesandthentestedtheeffectsofthislearninginasimplemeaningjudg-menttaskwhilerecordingelectroencephalograms(EEGs).Examplesofthewordstaughtincludethefollowing:gloaming,flexion,clement,ibex,agog,bastion,tiglon,andquisling.Inapretestlexicaldecisiontask,ourrarewordswerejudgedtoberealwordsonlyatarateof8%onaverage.Toassurethatthewordswewould1GernsbacherandFaust(1991;alsoGernsbacher,1990)explainedlessskilledreaders’problemsinmeaningprocessingasduetoproblemsinsuppressingirrelevantmeaningsthatareactivatedbyaword.Differencesbetweentheirmechanism-basedaccountandtheknowledge-basedaccountoftheLQHarediscussed further in Perfetti and Hart (2001).
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trainandthentestwereunknown,theto-be-learnedwordswereindividuallytai-loredforeachparticipantaccordingtothepretest.Followingsimpleassociationinstruction(50mininwhichtherarewordswerepairedwithbriefdefinition-likeparaphrases),thetrainedwords,untrainedrarewords,andfamiliarwordswerepresentedformeaningjudgments.Inthemeaningjudgmenttask,thefirstwordap-pearedfor1secandthendisappeared,replacedbythesecondwordthatwasre-latedinmeaningon50%oftrials.Forexample,gloamingfollowedbytwilight,shouldgetayesresponse.EEGswererecordedcontinuouslyduringthesejudg-ments,soweobtainedERPindicatorsassociatedwithviewingthefirstword(gloaming) and its meaning mate (twilight).
Figure2showsthebehavioralresultsobtainedduringtheposttrainingmeaningjudgmentstask.Thethingtonoticeisthatskilledcomprehenderswerecorrectsig-nificantlymoreoftenthanlessskilledcomprehendersinmeaningjudgmentsmadetotherarewordsthatwetaughtthembutnottoeitheruntrainedrarewordsorfa-miliarwords(alsonottrained).Thelackofaskilldifferenceforuntrainedrarewordsshowsthatoverallknowledgeofrarewordswasnotdifferentacrossthetwogroups.Instead,theconclusionisthatthehighercomprehendersactuallylearnedthe new words better.
TheresultsoftheERPanalysis,whichareshowninFigure3forthegroupofskilledcomprehenders,addtothispicture.Plottedarethegrandaveragewave-formsatoneelectrode(thecentralreferenceelectrode)foreachconditionformeaning-relatedtrials.Theconditionsshowasimilarpatternforthefirst200msecorso,reflectingvisualorthographicprocessessharedbyallwords.Thefirstpointofseparationoccursat200msec,wheretrainedwordsseparatefrombothun-trainedandfamiliarwordsinanegativegoingshift.Thisreflectsanearly“notice”FIGURE2Comprehensionskilldifferencesinwordmeaningjudgmentsfollowinglearningofrarewords.Skilledcomprehendersshowedhigheraccuracyinjudgingmeaningrelationsfortrainedrarewordsbutnotforuntrainedrarewordsorfamiliar(known)words.BasedonPerfetti, Wlotko, and Hart (2005).
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FIGURE3Anevent-relatedpotential(ERP)recordforskilledcomprehendersduringameaningjudgment.Thegrandaveragewaveformisshownforthereferenceelectrode(Cz).Theonsetofthefirstwordisexemplifiedforthetrainedrarewordgloaming.Theonsetofthesecondwordisexemplifiedfortherelatedwordtwilight.ThethreecurvesrepresentERPrecordsfortrainedrarewords(darkestline),untrainedfamiliar(known)words(intermediatedarkness),anduntrainedrarewords(lightestline).Twosignificanteffectsoftrainingarevisible,at200msecandabout550msec,thelatterrepresentingword-levelepisodicmemoryforthetrainedword.About400msecaftertheonsetofarelatedword,areductionintheN400isobservedfortrainedandfamiliarwords.Forthetrainedwords,lessskilledcomprehenders(notshown)showweakerepisodiceffectsat550msecandweakerN400meaningeffectsforthesecondrelatedword. See Perfetti, Wlotko, & Hart (2005)for fuller skill comparisons.
ofwordsthathadbeenrecentlyviewedintraining,basedonpreidentitysublexicalpatterns.Asecondseparationataround550msec,whichdoesmarkwordidentity,furtherdistinguishestrainedwordsfromtheothertwoclasses,nowinapositivegoingshift.Thisshiftisthesameinkeyrespects(distributionandpolarity)astheP600thatisobservedinmemorystudieswhenapreviouslyvieweditemispre-sented(Curran,1999;Rugg,1995).ThisERPshiftmarksrecognitionoftheepi-sodicmemorylaiddownbythetrainingevent:Ineffect,thebrainrespondstothiswordasfamiliarbecausethewordhasbeenpartoftheprevioushour’straining.Awordthathasgaineditsfamiliaritythroughexperiencespriortotheexperiment(thefamiliarwords)showsnosucheffect.Theimplicationofthisisthatwehaveidentifiedamarkeroffamiliarity-basedlearningthatisexpressedwhenareaderviews a word.
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Sonowthequestioniswhetherthisword-levelepisodicmemoryeffectisob-servedequallyinourskilledandlessskilledcomprehenders.Theanswerisno.LessskilledreadersshowedthesameFigure3patternofERPshiftsduringthemeaningjudgments.However,thekeymarkerofepisodicmemoryat550msec(theP600trainingeffect)wassignificantlyreducedinamplitudeforthelessskilledcomprehenders.Thus,onaverage,awordthathadbeenlearnedjustpriortotheexperimentmadelessofanimpressiononthelessskilledreaders.Itisinterest-ingthatthefirsteffectoftraining,the200-msecnegativityfortrainedwords,wasnotdifferentforthetwoskillgroups.Ifourinterpretationofthesetwocomponentsiscorrect—thatthe200msecisbasedonsublexicalfamiliaritywhereasthe550-mseceffectisbasedonlexicalidentity—thenweconcludethatalllearnersre-spondtothedistinctiveletterpatternofarecentlytrainedword,buttheydifferinrecognizingthewordepisode—forexample,thisisthatwordgloamingthatIjustexperienced a few minutes ago.
Recognizinga“gloaming”word-episodemayinvolveretrievingitsmeaning,butitmaynot.Themoredirecttestofameaningprocessisintheresponsetothesecondword,twilight.Iftheparticipanthaslearnedthemeaningofgloaming,thenthesecondword,twilight,whichiscloselyrelatedinmeaning,shouldproduceareducedN400.TheN400isasignatureforsemanticcongruence,alargenegativegoingshiftwhenawordisincongruentwithitsprecedingcontext.Whenawordiscongruentwithitsprecedingcontext,theN400isreduced.ThisN400reductioniswhathappenedwhengloamingwasfollowedbytwilight—providedthemeaningofgloamingwaslearned.AsshowninFigure3,anN400appearedfortheun-trainedwords,reflectingthefactthatifaparticipanthadnotexperiencedgloamingintraining,therewasnoparticularcongruenceprovidedbythewordtwilight.However,ifgloaminghadbeenlearned,thentheN400shouldbereduced,andthisreduction, as well as one for familiar words, is visible in Figure 3.
Onceagain,theERPeffectwasdifferentforskilledandlessskilledcom-prehenders.AlthoughbothgroupsshowedareductionoftheN400whenthesec-ondwordwasrelatedinmeaningtothefirstword,thisN400forlessskilledcomprehenderswassignificantlylessreducedfortrainedwordscomparedwiththereduction for skilled readers.
Wemustconcludethatafterlessthan50minspentlearningthemeaningsof60rarewordswhosemeaningswereunknownpriortothestudy,skilledcom-prehendersmademoreeffectiveuseofthelearningperiod.EspeciallyinterestingisthefactthatthisdifferencewasseeninERPsrecordedduringthebriefperiodinwhichthewordwasbeingviewed,priortotheappearanceofasecondword.TheN400onthesecondwordreflectedthestrongerlearningofthemeaningbyskilledcomprehenders;theepisodicmarkeronthefirstwordindicatedastrongerassocia-tion between the word and its training.
Onemightarguewiththeinterpretationthatthesearelearningeffectsasopposedtosubtleexperienceeffects.Althoughwechosewordsthatwereindividually
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tailoredtobeunknownforagivenparticipant,perhapsthatprocedureunderesti-matedveryslightfamiliaritydifferencesthatfavoredthemoreskilledandmoreex-periencedreaders.Thisseemsunlikely.Foronething,wedidnotfinddifferencesintheuntrainedwords,whichwerefromthesamepopulationofpretestedrarewords.Ifskilledreadershadsomeunmeasuredfamiliaritywiththetrainedwordspriortothestudy,thentheyshouldhavethesameunmeasuredfamiliarityfortheuntrainedwords.ButthebehavioralandERPresultsbothsaytheydidnot.Further-more,theinterpretationthatwehaveadifferenceintheabilitytolearnwordmean-ingsisconsistentwiththeresultsofHart’s(2005)dissertation.Readershighincomprehensionskillshowedbettermeaningdecisionperformancethanlow-skillcomprehenders on words learned in her artificial language.
Acquiring Lexical Form Stability
AsindicatedinTable1,oneofthefeaturesofLQisastablelexicalrepresentation.Stabilityoccursaslettersandphonemeconstituentsbecomespecifiableascon-stants(fullyspecified)ratherthanvariablesinthewordrepresentation.High-qual-ityrepresentationsarefullyspecified(Perfetti,1992).Inastudythatusedrare-wordlearningtoexamineformstabilityduringlearning(Yang&Perfetti,2006),skilledandlessskilledcomprehenderslearnedthemeaningsof42rarewordsoverfourmini–training“sessions”inthecourseofasingleday.Aftereachsession,par-ticipantsalsomadelexicaldecisions,choosingwhetheragivenletterstringwasthecorrectformofawordtheywerelearning.Thefoilsvariedsystematicallyintheirorthographicandphonologicaloverlapwiththecorrectform.Thismanipula-tionallowedtestsofthelearners’formstability.Iflearnersacquirewell-specifiedrepresentationsofthewordtheywerelearning,similarformsshouldproducelessinterference.
Table2illustrateswhatthelearnerswereupagainst.Inthemidstoftryingtolearnthemeaningofthenew,veryrareword,hebetude,learnersencountereitheroneofthespellingsshowninTable2orthecorrectformofthewordhebetude,de-cidingwhetherthepresentedformisthecorrectform.2Orthographicallysimilarfoils(twoleftcolumnsofTable2)hadhighspellingoverlapwiththetarget,andsomeofthesealsohadveryhighphonemicoverlap.Controlfoilssharedonlyaninitialletterwiththetarget.Anunusualfeatureofthisstudyistheuseofmultisyllabicwords,whichrequiredsomeflexibilityincreatingfoils.AsTable2shows,theorthographicfoilsforhebetudeallsharebothgraphemesandphonemesforthefirstofthethreesyllables.(Thismeanssubstantialphonemicoverlapevenamonglowoverlapfoils.)Highphonemicoverlapinthiscasewascarriedby
2AccordingtoWorldWideWords(Quinion,July2007),anAugust2001columninTheWashingtonPostobservedthat“ToomanyAmericansslouchtowardaterminalfunkofhebetudeandsloth.”Itwasalso the “word of the day” on on January 24, 2004.
370PERFETTI
TABLE 2
Foils for the Rare WordHebetude
High Orthographic OverlapHigher PhonologicalOverlap
hebitude
hebatude
hebutude
hebotudeLower PhonologicalOverlaphebetidehebetadehebetedehebetode
Control:First Letter Onlyhodilaneharisadehigiforehudufiseidenticalfirstandthirdsyllables(leftcolumn).Thefourhighoverlapfoilsdifferedonlyonthevowelletterofthesecondunstressedsyllable.Becausethesyllableisunstressed,vowelscanmigratetowardaminimalvowel.Onecouldconceivablypronounce all the second syllable vowels as unstresseduh.
Ofinterestareresultsofbothformandmeaninglearning.Themeaningpartofthestudyinvolvedviewingthewordandhearingaspokendefinition,whichcouldberepeatedatthelearner’soption,followedbyatestofmeaninginwhichthewordwasspoken.Weexplainedtoparticipantsthatlearningthemeaningsofrarewordslikehebetudewasthegoal.Eachofthefoursessionsofmeaninglearningwasfol-lowed by the form task (lexical decision).
ThemeaningresultsareshowninFigure4.Skilledcomprehenderslearnedmorethanlessskilledcomprehendersfromthefirstsession,andtheiradvantageremainedconstantoverthefoursessions.ThisresultconvergeswiththatofFIGURE4Increaseinrarewordlearningoverfourlearning“sessions”(allwithinoneday).Skilledcomprehenderslearnedmoreduringthefirstsessionandmaintainedthisslightadvan-tage.
LEXICAL QUALITY
371
Perfetti,Wlotko,&Hart(2005)infindingthatskilledcomprehenderslearnthemeanings of new words more effectively than less skilled comprehenders.
Formlearning,whichisshowninFigure5,wasfairlygoodoverall,withfalsealarmstofoilsrangingaround10%.Nevertheless,skilledcomprehendersweremoreaccurateatrejectingsimilarfoilsandselectingthecorrectform.Afteroneses-sionoflearning,lessskilledcomprehenderschoseafoilon20%oftrials.Figure5doesnotdistinguishamongfoiltypes,butthereweredifferences:Thefoilswithhighphonemicoverlapattractedthehighestpercentageoffalsealarms,andfoilswithlessphonemicoverlapbuthighorthographicoverlapwerenext.Controlfoils,whichsharedonlytheinitialletterwiththetarget,attractedfewfalsealarms.However,therewasnointeractionofthetypeoffoilwithreadergroup.Bothskilledandlessskilledcomprehendersmademoreerrorstofoilswhenbothorthographicandphone-micoverlapwashigh.Thus,theconclusionisthatskilledcomprehenderslearnnotonlynewwordmeaningsmoreeffectivelybutalsonewformsmoreeffectively.LQimpliescoherencebetweenformandmeaningcomponents,andskillinreadingisas-sociatedwithhigherLQrightfromthebeginningoflearning.
Theideaofstabilityismorespecificthaneffectiveformlearning.Itimpliesthattheword’srepresentationcomestocomprisespellingandpronunciationpatternsthatareidenticalonsuccessiveobservations.OnewaytoexaminestabilityinthisFIGURE5Formaccuracy(lexicaldecisions)overfourmeaninglearningsessions.Hitratesforrealrarewords(e.g.,hebetude)comparedwithfalsealarmstosimilarforms(hebitude,hebetade, etc.). Less skilled comprehenders show less word-form accuracy.
372
PERFETTI
senseisshowninFigure6,whichplotsperformanceonsuccessivelexicalchoicetrials.Theperformanceplottedisconditionalforsessionsbeyondthefirst:Givenacorrectchoiceinonetestsession,theprobabilityofbeingcorrectthenexttime.Thuschoosinghebetudeatonetestbutthenhebitudeonthenextwouldcontributenegativelytothismeasure,whichisoneofstability—choosingthesameformthenexttime.Figure6showsagaintheslightlybetterperformanceofskilledcompre-hendersrightfromthebeginning,thatis,fromthefirstsession.Stability(condi-tionalprobabilitiesofcorrectresponses)showsasmallbutconsistentdifferenceonthenexttwosessions,andthedifferencebecomeslargestonthefinalsession,whenskilledcomprehendersproduced96%stabilitycomparedwith86%forlessskilled comprehenders.
Aninformalcharacterizationofthisresultisthatthelessskilledgroup,onaver-age,showsasmallbutnoticeableinstabilityevenafterfoursessionsoflearning.This is evidence in favor of the stability implication of LQ.
Less Skilled Comprehenders’Semantic Processing
of Ordinary Words
Thetwoprecedingsectionshaveconcludedthatproblemsinlearningwordmean-ingsandinlearningwordformsbothassociatewithcomprehensionskill.IntheFIGURE6Anindicatorofformstabilityduringwordlearning.Theconditionalprobabilityofacorrectdecisiononrarewordsgivenacorrectresponseontheprecedingtrialoversucces-sivelexicaldecisionsessions.Lessskilledcomprehendersshowslightlylesswordformstabil-ity by this measure.
LEXICAL QUALITY373
StudiesofForm–MeaningConfusionssection,weconcludedthatproblemsinmeaningprocessesthatwereassociatedwithformweremorelikelyforlessskilledreaders.Inthissectionweconsidersemanticprocessingdifferencesforordinarywords already known to the reader.
Thehypothesisthatsemanticdeficitsmayexplaincomprehensionproblemshasbeendevelopedandtestedforchildren(Nation&Snowling,1998,1999)ndi(2005;Landi&Perfetti,2007)extendedtherangeofthishypothesistoincludeadults,linkingbehavioralandERPmeasurestotheassessmentsofspecificlexicalandcomprehensionskill.Ineffect,Landi’sexperimentstargetedthegroupofread-ersofFigure1whoareinthelowerrightquadrant—belowthediagonalandtotherightofthex-axismidpoint:readersofhighlexicalskillbutlowcomprehensionskill.
Landitestedthehypothesisthatsuchreadersarelessabletoeffectivelyusese-manticcategoryinformation.Participantsmademeaningdecisionsforwordpairsthatwererelatedassociativelyandcategoricallyorcategoricallyonly.Forexam-ple,brother–sister,dog–cat,pillow–sleepwerepairsbothassociativelyandcate-goricallyrelated;green–pink,banana–tomato,kite–ndi’shypothesiswasbasedonNationandSnowling’s(1999)conclusionthatchildren’scomprehensionproblemsreflectedfailurestorepresentsemanticcategoryrelations.Thus,lessskilledcomprehenderswouldbecompara-bletoskilledcomprehendersinsemanticprocesseswhenassociativerelationscouldfacilitatedetectionofsemanticrelations,buttheywouldbelesssuccessfulthanskilledcomprehenderswhentheyhadtorelyonlyoncategoricalrelations.Toprovidemoreinformativecomparisons,participantsalsomadesemanticjudg-mentsonpairsofpictures(controllingforwordreading)andhomophonedeci-sions,forexample,boar–bore,chants–chance,tacks–tax(assessingphonologicalprocessing).
Thekeyresultscanbesummarizedasfollows:Accuracywasgenerallyhighforalltasksandnotdifferentbetweenthetwogroups.However,timesforcorrectdeci-sionswerefasterfortheskilledgroupthanthelessskilledgroupacrossalltasks.Thus,skilledcomprehendersshowedfastersemanticprocessingwhetherthestim-uliwerewordsorpicturesandfasterwordjudgmentswhetherthedecisionwasbasedonmeaningorpronunciation.Forwordmeanings,thedecisiontimestosemanticcategorypairswereslowerthantoassociativepairs.Thisconfirmstheas-sumptionthatdetectingcategoryrelationswouldrequiremoreprocessingthande-tectingrelationsbetweenassociations.Correctdecisionsbasedoncategoryrela-tionstookanaverageof68mseclongerthanthosebasedonassociativerelationsfortheskilledgroupand139mseclongerforthelessskilledgroup.Thesegroupdifferences,althoughinthedirectionimpliedbyLandi’sextensionofNationandSnowling’s (1999) hypothesis, were not reliable.
374PERFETTI
TABLE 3
Summary Skill Pattern in Landi ERP Results
Comprehension
Skill Differences in
Decision Times?
Yes
Yes
Yes
YesComprehensionSkill Differencesin ERP Measures?NoNoYes, but small(P200, N400)Yes, large (P200,N400)TaskPhonological decisionsSemantic picture decisionsSemantic word decisions—CategoricalSemantic word decisions—Associative
Note.Source: Landi and Perfetti (2007). ERP = event-related potential.
Whereasthedecisionstimesshowedverygeneralprocessing-speeddiffer-ences,theERPmeasuresshoweddifferencesthatwererestrictedtothesemanticworddecisions,andtheseresultspresentaslightlydifferentpicture.BothgroupsshowedareliablereductionintheN400forrelatedtrialsforbothcategoryandas-sociativepairs,althoughineachcasethereductionshownbyskilledcompre-henderswassomewhatlarger.Moreover,thehigh-skillgroup,butnotthelow-skillgroup,showedanadditionalN400reductionfortheassociativelyrelatedpairsrel-ativetothecategorypairs.Thus,contrarytotheexpectationthatlessskilledcomprehenderswouldhavespecificproblemswithcategoryrelations,theERPssuggestthatsemanticcategoryprocesseswerecomparableinthetwogroups,buttheERPsforassociativerelationswerenot.(Thetendencyforlessskilledcom-prehenderstotakerelativelylongerthanskilledcomprehendersoncategorydeci-sionsmayberelevant;howeversuchadifferencecouldbeinterpretedasanaddi-tionalcheckingprocesswellbeyondthemoreautomaticsemanticprocessthatisreflected in the N400.)3
Table3showsasummaryofskilldifferencesacrosstasks.Takentogether,theysuggestdetailedevidenceforsemantic-processingdifferencesbetweentheskilledandlessskilledcomprehenders.TheERPevidencesuggestedthatskilledcom-prehendershadastrongermeaningcongruenceresponsewhenwordswerecate-goricallyrelated,andthisresponsewasevenstrongerwhenthewordswerealsoas-sociativelyrelated.Thelessskilledgroupshowedacongruenceresponsealso,butthisresponsewasnotstrengthenedbyassociativerelations.Noticethatifallwehadwerebehavioraldata,ourconclusionwouldbedifferent,andperhapsmislead-ing.Wewouldconcludethatthereisnosemanticprocessingskilldifference3TheERPresultsalsoproducedevidenceforearlysemanticeffectsat200msecthatweremorecon-sistentacrosselectrodesitesandtrialconditionsforskilledcomprehenders.Theyalsoshowed200-mseceffectsforthephonologicaltask,comparinghomophonesversusnonhomophonesthatwerecomparable across the two groups.
LEXICAL QUALITY375
specifictolanguage,becauseofdifferencesinpicturedecisionspeed.Andwewouldhaveconcludedthatthesegroupsdifferedeitheronphonologicalprocesses(becauseofthephonologicaldecisionspeeddifferences)or,morelikely,onnon-specificprocessing-speeddifferences.TheERPdataaretellingusmoredirectlyaboutthebrain’sresponsetowords,andtheyseemtosaythattherearespecificskill differences related to word-meaning processes.
Lexical Processing During Text Comprehension
Myfinalexamplereturnstothekeylinkbetweenlexicalprocessesandcompre-hension.Thislinkismostdirectatthelevelofshortrunsoftext,asentenceortwo,whereonecanobservewordprocessing“on-line”aspartoftextreading.Thefocalissueistheprocessesthatintegratethewordcurrentlybeingreadwiththeongoingrepresentationofthetext.Thisintegrationisacentralconnectingeventbetweenword identification and text comprehension.
Theskillquestioniswhetherdifferencesingloballyassessedcomprehensionariseatthislocal(i.e.,onewordatatime)processing.Doskilledcomprehendersintegratewordsimmediatelyintothetext?Dolessskilledcomprehenders?TheLQH(andalsoverbalefficiencytheory)predictsword-textintegrationproblemsfor less skilled readers.
Onceagain,ourstudiesonthisquestionuseERPstoexaminetheN400seman-ticcongruenceindicator.TheN400hasbeenfoundtovarywithdemandsonsen-tenceandtext-levelintegration(vanBerkum,Hagoort,&Brown,1999),anditisthatfactthatweexploitedintwoparallelstudies,onewithskilledcomprehenders(Yang,Perfetti,&Schmalhofer,2007)andonewithlessskilledcomprehenders(Yang,Perfetti,&Schmalhofer,2005).Theapproachofthestudiesisillustratedinthe following text:
Afterbeingdroppedfromtheplane,thebombhitthegroundandexploded.Thewas ….
ERPswereacquiredaseachwordwasread.Theunderlining(notvisibletopartici-pants) marks the target word (explosion) for our analysis.
Whenthereadercomestoexplosionatthebeginningofthesecondsentence,itshouldberelativelyeasytointegratethewordwithanunderstandingofthetextbasedonthefirstsentence.Thatis,wecanassumethatthereader’stextmemoryincludestheevent-proposition[bombexploded],amongotherpropositionsfromthefirstsentence,andthewordexplosionisintegratedwiththisevent-proposition;thatis,itistakenascoreferentialwiththeproposition.Thisconditionistermed“explicit” because there are explicit coreferential phrases (exploded, explosion).Asecondcondition,theparaphrasedcondition,wasofspecialinterestfromasemanticprocessingpointofview.Insteadofthefirstsentencereferringto
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