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AISB/IACAP World Congress 2012 Birmingham, UK, 2-6 July 2012 T M Q : AI, HE ACHINE UESTION E M THICS AND ORAL R ESPONSIBILITY David J. Gunkel, Joanna J. Bryson, and Steve Torrance (Editors) Partof Publishedby TheSocietyfortheStudyof ArtificialIntelligenceand SimulationofBehaviour http://www.aisb.org.uk ISBN978-1-908187-21-5 Foreword from the Congress Chairs For the Turing year 2012, AISB (The Society for the Study of Artificial Intel- ligence and Simulation of Behaviour) and IACAP (The International Associa- tion for Computing and Philosophy) merged their annual symposia/conferences to form the AISB/IACAP World Congress. The congress took place 2–6 July 2012attheUniversityofBirmingham,UK. TheCongresswasinspiredbyadesiretohonourAlanTuring,andbythebroad and deep significance of Turing’s work to AI, the philosophical ramifications of computing, and philosophy and computing more generally. The Congress was oneoftheeventsformingtheAlanTuringYear. The Congress consisted mainly of a number of collocated Symposia on spe- cific research areas, together with six invited PlenaryTalks. Allpapers other than thePlenariesweregivenwithinSymposia. Thisformatisperfectforencouraging newdialogueandcollaborationbothwithinandbetweenresearchareas. Thisvolumeformstheproceedingsofoneofthecomponentsymposia. Weare mostgratefultotheorganizersoftheSymposiumfortheirhardworkincreatingit, attractingpapers,doingthenecessaryreviewing,defininganexcitingprogramme for the symposium, and compiling this volume. We also thank them for their flexibility and patience concerning the complex matter of fitting all the symposia andothereventsintotheCongressweek. JohnBarnden(ComputerScience,UniversityofBirmingham) ProgrammeCo-ChairandAISBVice-Chair AnthonyBeavers(UniversityofEvansville,Indiana,USA) ProgrammeCo-ChairandIACAPPresident ManfredKerber(ComputerScience,UniversityofBirmingham) LocalArrangementsChair Foreword for The Machine Question One of the enduring concerns of moral philosophy is deciding who or what is deserving of ethical consideration. Although initially limited to “other men,” the practice of ethics has developed in such a way that it continually challenges its own restrictions and comes to encompass what had been previously excluded in- dividuals and groups—foreigners, women, animals, and even the environment. Currently,westandonthevergeofanother,fundamentalchallengetomoralthink- ing. Thischallengecomesfromtheautonomous,intelligentmachinesofourown making,anditputsinquestionmanydeep-seatedassumptionsaboutwhoorwhat constitutesamoralsubject. Thewayweaddressandrespondtothischallengewill have a profound effect on how we understand ourselves, our place in the world, andourresponsibilitiestotheotherentitiesencounteredhere. We organised this symposium and the proceedings you find here because we believeitisurgentthatthisnewdevelopmentinmoralthinkingbeadvancedinthe light and perspective of ethics/moral philosophy, a discipline that reflects thou- sands of years of effort by our species’ civilisations. Fundamental philosophical questionsinclude: • What kind of moral claim might an intelligent or autonomous machine have? • Is it possible for a machine to be a legitimate moral agent and/or moral patient? • Whatarethephilosophicalgroundssupportingsuchaclaim? • Andwhatwoulditmeantoarticulateandpracticeanethicsofthisclaim? TheMachine Question: AI,Ethicsand MoralResponsibilityseeksto address, evaluate,andrespondtotheseandrelatedquestions. The Machine Question was one of three symposia in the Ethics, Morality, AI andMindtrackattheAISB/IACAP2012WorldCongressinhonourofAlanTur- ing. The ethics track also included the symposia Moral Cognition and Theory of MindandFrameworkforResponsibleResearchandInnovationinArtificialIntel- ligence. Wewouldliketothankallofthecontributorstothissymposium,theother symposia, the other symposia’s organisers and the Congress leaders, particularly John Barnden for his seemingly tireless response to our many queries. We would also like to thank the keynote speakers for the Ethics track, Susan and Michael Anderson,whosetalkTheRelationshipBetweenIntelligent,AutonomouslyFunc- tioning Machines and Ethics appeared during our symposium, for agreeing to speakatthecongress. The story of this symposium started a little like the old Lorne Greene song Ringo,exceptinsteadofanyonesavinganyone’slife,JoannaBrysonloanedDavid Gunkel a laundry token in July of 1986, about a month after both had graduated withfirstdegreesintheliberalartsandindependentlymovedintoTheGrandeur, a cheap apartment building on Chicago’s north side. Two decades later they dis- covered themselves on the opposite sides of not the law, but rather the AI-as- Moral-Subjectdebate,whenGunkelcontactedBrysonaboutachapterinhisbook ThinkingOtherwise. Theclimacticshoot-outtookplacenotbetweentwoisolated people, but with the wise advice and able assistance of our third co-editor Steve Torrance, who brought our symposium the experience of running many previous AISB symposia, and between a cadre of scholars who took time to submit to, re- vise for and participate in this symposium. We thank every one of them for their contributionsandparticipation,andyouforreadingthisproceedings. DavidJ.Gunkel(DepartmentofCommunication,NorthernIllinoisUniversity) JoannaJ.Bryson(DepartmentofComputerScience,UniversityofBath) SteveTorrance(DepartmentofComputerScience,UniversityofSussex) Contents 1 Joel Parthemore and Blay Whitby — Moral Agency, Moral Responsi- bility,andArtefacts 8 2 John Basl — Machines as Moral Patients We Shouldn’t Care About (Yet) 17 3 Benjamin Matheson — Manipulation, Moral Responsibility and Ma- chines 25 4 AlejandroRosas—TheHolyWillofEthicalMachines 29 5 KeithMiller,MartyWolfandFrancesGrodzinsky—BehindtheMask: MachineMorality 33 6 EricaNeely—MachinesandtheMoralCommunity 38 7 MarkCoeckelbergh—WhoCaresaboutRobots? 43 8 DavidJ.Gunkel—AVindicationoftheRightsofMachines 46 9 Steve Torrance — The Centrality of Machine Consciousness to Ma- chineEthics 54 10 RodgerKibble—CananUnmannedDroneBeaMoralAgent? 61 11 Marc Champagne and Ryan Tonkens — Bridging the Responsibility GapinAutomatedWarfare 67 12 JoannaBryson—PatiencyIsNotaVirtue: SuggestionsforCo-Constructing anEthicalFrameworkIncludingIntelligentArtefacts 73 13 JohnnySøraker—IsThereContinuityBetweenManandMachine? 78 14 DavidDavenport—Poster: MoralMechanisms 83 15 Marie-des-NeigesRuffo—Poster: TheRobot,aStrangertoEthics 87 16 Mark Waser — Poster: Safety and Morality Require the Recognition ofSelf-ImprovingMachinesasMoral/JusticePatientsandAgents 92 17 DamienP.Williams—Poster: StrangeThingsHappenattheOneTwo Point: The Implications of Autonomous Created Intelligence in Specu- lativeFictionMedia 97 Moral Agency, Moral Responsibility, and Artefacts: What Existing Artefacts Fail to Achieve (and Why), and Why They, Nevertheless, Can (and Do!) Make Moral Claims Upon Us JoelParthemore1andBlayWhitby2 Abstract. This paper follows directly from our forthcoming pa- enoughonourusagethatanagentdoestheappropriatethings:i.e., per in International Journal of Machine Consciousness, where we producesthecorrectconsequences.Itmustdosofortheappropriate discusstherequirementsforanartefacttobeamoralagentandcon- reasonsandusingtheappropriatemeans.Otherwise,itmaybeappro- cludethattheartefactualquestionisultimatelyaredherring.Aswe priate–evenmorallyrequiredinsomecircumstances(seeSection5) didintheearlierpaper,wetakemoralagencytobethatconditionin –totreattheagent,atleasttosomelimitedextent,asif itwerea whichanagentcan,appropriately,beheldresponsibleforheractions moralagent/possessedmoralagency;nevertheless,thatagentwill andtheirconsequences.Wesetanumberofstringentconditionson notbeamoralagent.Thisalignmentofmotivations,means,andcon- moral agency. A moral agent must be embedded in a cultural and sequencesforattributingmoralagencymatchesanalignmentofmo- specificallymoralcontext,andembodiedinasuitablephysicalform. tivations,means,andconsequenceswesee(pacetheutilitariansand It must be, in some substantive sense, alive. It must exhibit self- mostotherconsequentialists)asessentialto“doingthemorallyright conscious awareness: who does the “I” who thinks “I” think that thing”–thoughanyfurtherdiscussionofthatlastpointisnecessarily “I” is? It must exhibit a range of highly sophisticated conceptual beyondthescopeofthispaper. abilities,goingwellbeyond whatthelikelymajorityofconceptual In[28],wesetoutanumberofconceptualrequirementsforpos- agentspossess:notleastthatitmustpossessawell-developedmoral sessingmoralagencyaswellasgroundsforappropriatelyattributing spaceofreasons.Finally,itmustbeabletocommunicateitsmoral it,asawayofaddressingtheclaimsandcounterclaimsoverso-called agencythroughsomesystemofsigns:a“private”moralworldisnot artificialmoralityand machine consciousness. Ourconclusion was enough.Afterreviewingtheseconditionsandpouringcoldwateron thatconcernsoverartefactualmoralagencyandconsciousnesswere anumberofrecentclaimsforhavingachieved“minimal”machine usefulforinitiatingdiscussionbutultimatelyadistractionfromthe consciousness,weturnourattentiontoanumberofexistingand,in biggerquestionofwhatittakesforanyagenttobeaconsciousmoral somecases,commonplaceartefactsthatlackmoralagencyyetnev- agent. erthelessrequireonetotakeamoralstancetowardthem,asif they Section Two summarizes the requirements for possessing moral weremoralagents.Finally,weaddressanotherclassofagentsraising agencyandtherequirementsforattributingitappropriately.Section arelatedsetofissues:autonomousmilitaryrobots. Threesummarizesourproposalfrom[28]foroperationalizingthose requirementsand“mapping out”themoralspace,asanalternative toanylitmustestformoralagency, suchastheMoralTuringTest 1 INTRODUCTION proposedbyAllenandcolleagues[2].SectionFourintroduces,and debunks,anumberofrecentclaimsforhavingachieved“minimal” Asamoralcommunity,humansdooftenconcedethatother machine consciousness (since consciousness isone ofour require- creatureshavesomelevelofethicalstatus,andtheydoso(at mentsforpossessingmoralagency).SectionsFiveandSixintroduce leastinpart)becauseoftheirpossessionofcognitiveandphe- twogroupsofexistingartefactsthat,webelieve,raiseimportantcon- nomenologicalcapacitiesinvaryingdegrees[47]. cernsrelatingtomoralagency:onethatpeopleshouldtakeamoral stance toward (even though they often do not!), and one that they In talking of ethical status, Steve Torrance’s concern includes shouldnot(eventhoughtheyoftendo!).SectionSevensummarizes (thoughisnotlimitedto)whatwearecallingmoralagency.Heex- thetake-homemessage. plicitlyintendstoincludeartefacts.Itfollows:what“cognitiveand phenomenologicalcapacities”arerequired? Forourpurposes,amoralagentisanagentwhomoneappropri- 2 THEREQUIREMENTSOFMORALAGENCY ately holds responsible for itsactions and their consequences, and TheSemioticHierarchy... distinguishesbetweenfourma- moral agency is the distinct type of agency that agent possesses. jorlevelsintheorganizationofmeaning: life,consciousness, Contra the usage of someone like Wendell Wallach [49], it is not signfunction,andlanguage,whereeachofthese,inthisorder, 1 Centre for Cognitive Semiotics, University of Lund, Sweden; email: bothrestsonthepreviouslevel,andmakespossibletheattain- [email protected]. mentofthenext[56,p.169]. 2 Centre for Research in Cognitive Sciences, University of Sussex, UK; email:[email protected]. Moralagencydepends,atitsfoundations,onmoralmeaning:hold- ing an agent to account for her actions assumes that those actions ...One needs a clear way of characterizing what distin- aremorallymeaningfulbothtotheagentandhercommunityofob- guisheslivingsystemsfromnonlivingones.Suchacharacteri- servers. Moral meaning is one instance of a much broader notion zationcould... serveasastandardorcriterionforrecognizing ofmeaning,whichischaracterizedbythesalience-ladeninteraction lifeelsewhereonotherplanets,orfordeterminingwhetherany- betweenagent(s)andenvironment(cf.[55,p.258]). thingwemightsomedaysynthesizeartificiallywouldqualifyas In setting out the requirements of moral agency, this paper pro- living[45,p.95]. poses a nested succession of dependencies very much like Jordan Zlatev’s semiotic hierarchy [56, 55], with a few additional steps. Moralagencypresupposesanumberofthingsthatarenot,directly, In establishing life (Section 2.2) as the foundation for meaning, partofitsdefinition.DrawinginspirationfromtheworkofFrancesco Zlatevassumesasprerequisitesbothembeddednessandembodiment VarelaandHumbertoMaturana[22]andEvanThompson,andeven (Section2.1).Wechoosetospellthatout.Meanwhile,forourpur- moredirectlyfromZlatev’ssemiotichierarchy,weclaimthatamoral posesweneedtodistinguishdifferentlevelsofconsciousness:non- agentmustnecessarilybealive,bysomedefinitionof“life”–even reflectivefrom pre-reflective from“full” self-conscious awareness; though, forourpurposes, the agentneed be neitherconventionally wherealllevelsofconsciousnesspresupposeconceptuallystructured biologicallyformulatednornaturallyevolved.Indeed,althoughhis- thought,andconceptuallystructuredthoughtpresupposesconscious- toryiscriticalforallmannerofpracticalreasons,theagentcould–at ness.ThisallowsustodiscussconceptswhereZlatevtalksofcon- leastinprinciple–haveahighlynon-standardhistoryase.g.Swamp sciousness (Section 2.3), with full self-consciousness as a distinct Man(apositionthatZlatevexplicitlyrejectsin[54]andevenmore levelthattransformsandextendsconceptualabilities(Section2.4). stronglyin[56]).Autopoiesis–intended,atleastinitsorigins,asex- Finally,whileZlatevplaceslanguageatthetopofhishierarchy,we pressingboththenecessaryandsufficientconditionsforlife–offers areabletostopatthesignfunction(Section2.5),because,although aconvenientwayoutofanyoverlynarrowbiologicalperspectiveas themoralagentmustbeabletocommunicateevidenceofhermoral e.g.JohnSearle[39]mightbeaccusedof. agency,sheneednotnecessarilydosothroughlanguage. Maturana and Varela define an autopoietic system as a type of homeostaticmachine;specifically: 2.1 Themoralagentmustbeembeddedand ...Amachineorganized(definedasaunity)asanetwork embodied. ofprocessesofproduction(transformationanddestruction)of components thatproducesthecomponents which:(i)through There isno brain in a vat – to make reference toHilary Putnam’s theirinteractionsandtransformationscontinuouslyregenerate classicthought experiment [31]–and thereisno moralagentina andrealizethenetworkofprocesses(relations)thatproduced moralvacuum.Moralagencydepends,critically,ontheexistenceof them;and(ii)constituteit(themachine)asaconcreteunityin othermoralagentsandasharedspaceofmoralreasoninginwhich thespaceinwhichthey(thecomponents) existbyspecifying itisembedded.Evenifsomepartofitis,insomesense,privateto thetopologicaldomainofitsrealizationasanetwork[21,pp. theindividual,someotherpartisintrinsicallyapartofsocialcogni- 78-79]. tion:indeed,thekindofsocialcognitionthatPierreSteinerandJohn Stewarthaveidentified[44]3asnotbeginningwithorreducingtoan In their choice of terminology, Maturana and Varela quite deliber- agglomerationofindividualsbutsocialfromthebeginning. atelywanttoavoidprejudicingmatterstowardthoselivingsystems Moralagentsarenotjustembedded intherightkindofphysical we happen currently to be familiar with, all of which are based andculturalenvironment;theyareembodied inasuitablephysical on DNA, organized into cells either with (eukaryotic) or without formthatallowsthemtocarryouttheactionsforwhichoneholds (prokaryotic)nuclei,reproduce eithersexuallyorasexually,andso themaccountableandgiveevidenceforwhyoneshouldholdthem on. Both allopoietic artefacts and autopoietic organisms are ma- accountable.WhenPeterGärdenforsdefinesembodiedmeaningby chines:bywhichMaturanaandVarelameanthattheyaredefinedby writingthat“meaningisnotindependentofperceptionorofbodily theirabstractorganization,notbytheirconcretephysicalrealization. experience”[16,p.160],heclearlymeanstoincludemoralmeaning. “...Theorganizationofamachineisindependentoftheproperties In the spirit of the enactivist philosophers, we would like to go of its components which can be any, and a given machine can be beyond embeddedness andembodimentbystressingthecontinuity realizedinmanydifferentmannersbymanydifferentkindsofcom- betweenthemoralagentandhermoralenvironment4:betweenher ponents”[21,p.77]. personalmoralspaceandthesharedmoralspaceinwhichshemoves. Autopoietic systems define their own (selectively permeable) ToparaphraseEvanThompson:“therootsofmorallifelienotsimply boundary; allopoieticsystems have theirboundary setfor themby inthebrain,butramifythroughthebodyandenvironment”(cf.[45, some observer5. Autopoietic systems are organizationally closed: p.ix]).TostealalinefromPutnam,“moralityain’t(just)inthehead” i.e.,theyarefar-from-equilibriumsystemswhosestructureisdeter- (cf.[30,p.227]). mined and maintained solely by processes located within the sys- tem;allopoieticsystemsareorganizationallyopen.Autopoieticsys- 2.2 Themoralagentmustbealive. temsare autonomous in astrong sense: they are “continually self- producing”[22,p.43]andadaptive[13];allopoieticsystemsgiveat ...Alllivingsystemsandonlylivingsystemsarecapableof mosttheappearanceofautonomy(seeSection6). meaning.Thisissobecauselifeimpliesthepresenceofintrin- sicvalue,whichconstitutesthenecessaryandsufficientcondi- 5Thedistinctionhereisactuallyquitesubtle:forbothtypesofsystem,the boundarycanonlybeidentifiedbyanobserver(seee.g.[20,p.30]forwhy tionformeaning[55,p.256]. theobserverisindispensable); andforboth,theboundarymasksanun- derlyingcontinuity:i.e.,bothautopoietic andallopoietic systemsexist– 3Forasimilarview,see[18]. orcanbeviewed–aspartsoflargerallopoieticsystemsthatare,insome 4Cf.thediscussionin[26,p.89]. substantivesense,primary. 2.3 Themoralagentmustbeasophisticated tureofherthoughts,allofwhichareprerequisitetoanyimplicitun- conceptualagent. derstandingofthesystematicity,productivity,compositionality,etc., ofhermoralthoughts.Shemusthaveapractical,knowing-how-type Onourview,conceptsandconsciousnessaretwosidesofonecoin: understandingoftheconnectionbetweendoingxiswronganddoing noconceptswithout(somelevelof)consciousness;noconsciousness yiswrong,wherex y;orbetweenydoingxtomeiswrongand ⊂ without (some level of) conceptually structured thought. However mydoingxtoyiswrong.Shemustbeabletoproceed,byinduction, preciselyonedefinesconsciousness,thereisanimplicitassumption fromdoingwiswrong,doingxiswrong,anddoingyiswrongto thatconsciousthoughtissystematically,productively6,andcompo- doingZiswrong,wherew,x,y Z. sitionallystructured7,andundertheagent’sendogenouscontrol[29, ⊂ p.197]. 2.4 Themoralagentmustbeactivelyself-aware. Likewise,conceptsandconceptualabilitiesaretwosidesofacoin, depending on whether one’s attention is more on knowing that or Themostobvious selfconsciousness isn’tjustconscious- knowinghow[37].Tosaythatanagentpossessesandsuccessfully ness, it’s consciousness of the self, something that obviously employscertainconceptsistosaythatthatagenthascertaincorre- requiresacapacityforconsciousnessandaconceptofself[9, spondingabilities;tosaythatanagenthascertainconceptualabilities p.17]. istosaythatthatagentpossessesandsuccessfullyemployscertain Keytoanyconceptualagent’sconceptualabilities–webelieve–is concepts.Notethat,dependingonthelevelofitsconceptualabilities, anatleastimplicitconceptofself.Inthesimplestcase,thiscanbe agivenconceptualagentmayormaynotmakesuchadistinctionit- nomorethanwhatZlatev[54,p.173],followingUlricNeisser[23], self.Someconceptual agents’ conceptual abilitieswillbemore on callstheecologicalself:an“initialself-awareness”,which“actshere theknowinghowsideoftheledger,withlittleifanyreflectiveaware- andnow...butremainsunreflectedupon”;orwhatAntonioDamasio nessofthoseabilities.(Thatistosay,theknowingthatsideofthe [10]termsthecoreself.Theconceptofselfislikeandyetdifferent ledgermayonlybeevidenttoobservers.)Ontheotherhand,human fromalltheotherconceptsaconceptualagentpossesses,inthatthis beings, as sophisticated conceptual agents, can – and, we believe, concept applies to the agent herself: it is intimately and uniquely cannothelpbut–makethedistinction. self-referential.Thisspecialstatusgivesitacertainpriority–even, Finally,forourpurposes,andfollowingdirectlyfromthetheoryof perhaps, a kind of authority – over all the agent’s other concepts. conceptsunderlyingourdiscussions–theunifiedconceptualspace Callitthekeystone:theconceptthatallowsalltheotherconceptsto theorydiscussedin[27,25,28]–types(abstract)andtokens(con- functionastheydo. crete)aretwosidesofacoin:everytypeisaspecifictokenofsome Themoralagentmustpossessaconceptofselfonawholeother moregeneraltype,andeverytokencan(withinthelimitsofacon- level:notjustanimplicitconceptofselfasawhole,withnorequired ceptualagent’sconceptual abilities)bethetypeforsomeyetmore distinctionofmindorbody,butanexplicitconceptofself-as-myself, specific tokenings. Meanwhile, concepts both abstract away from asanintentionalanddistinctivelycognitiveentity.Onecannothold the particulars of any given context and yet are always applied in an agent morally responsible forher actions ifshe has no concept aspecificcontext. thatsheis(orcouldbe)theoneresponsiblefortheactionsandtheir Moralagents,asasub-categoryofconceptual agents,mustpos- consequences –andnotthepersonoverthere.Shemustbeableto sessanumberofconcepts/conceptualabilitiesthatgowellbeyond hold herself responsible: and that she cannot do without full self- whatthevastmajorityofconceptualagentslikelypossess–atleast conscious awareness. She must, so to speak, be able to recognize ifoneisinclined,asweare,toextendconceptualabilitiestoanum- herselfinamentalmirror. berof non-human species (seee.g.[1,24]).Most importantly, she must possess a concept of morality as both type and token: both a general category within itsconceptual knowledge, constituting a 2.5 Themoralagentmustbeasignconsumerand moralspace ofreasoning, and aspecificinstance ofmore founda- producer. tionalintersubjectiveunderstanding;bothageneralguidetohowto ...Culturalcategoriesinvolvetheabilitytouseandinter- be a moral agent and a specific guide on how to act in any given pret conventional signs, in the semiotic sense of the word, circumstances;bothasetofabstractprinciplesandasetofconcrete wherearelativelyconcreteexpression(e.g.,ahandshake,ages- percepts(“thoushaltnotkill”). ture,aword)representsarelativelylessconcreteconcept(e.g., The moral agent must possess an explicit concept of morality: friendship)forthemembersofacommunity[55,p.259]. whatitmeans,toher,tobeamoralagent;andanexplicitconcept ofself:whoandwhatshethinkssheis(seeSection2.4).Shemust Finally, an agent cannot be held morally responsible unless she is also–andprobablymostcontroversially–possessanatleastimplicit abletocommunicateevidenceforhermoralresponsibilitythrough conceptofconceptitself. some conventionalized channel. Sheneed not be alinguisticagent Caremustbetakenhere:afterall,manypeoplehaveonlyavague (thepeakofZlatev’ssemiotichierarchy),butshemustpossess–and explicit understanding of what a concept or notion or idea is. The beabletouseappropriately–thesignfunction,justbelowlanguage pointisthatamoralagentmustbeabletorefocusherattentionfrom inthehierarchy.Shemustbeabletocommunicatethroughe.g.ges- the usual objects of her thoughts to the thoughts themselves. She turesorpictures,ifnotlanguage. mustbeabletoreflectontherightnessandwrongnessofherthoughts Weintendsignasitisusedinsemiotics,butcaremustbetaken, anddeeds.Todothis,shemustbesensitiveto–implicitlyawareof– assignisusedbydifferentpeople–and,sometimes(thinkinghere thesystematically,productively,compositionally,etc.structuredna- oftheearlyversusthelateCharlesSandersPeirce)thesamepeople –inbroaderornarrowerways.Soe.g.weintendsigninthepresent 6SystematicityandproductivityarecoveredunderGarethEvans’Generality contextinanarrowerwaythanSaraLenninger,who,echoingFer- Constraint:[14,pp.100-104]. 7“Conceptsaretheconstituentsofthoughtsand,inindefinitelymanycases, dinand de Saussure’s expression/content distinction [11],describes ofoneanother”[15,p.25]. signmeaningsas:

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Jul 2, 2012 and deep significance of Turing's work to AI, the philosophical 1 Joel Parthemore and Blay Whitby — Moral Agency, Moral Responsi-.
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