<?xml version="1.0" standalone="yes"?>
<Paper uid="P81-1013">
  <Title>A GRAMMAR AND A LEXICON FOR A TEXT-PRODUCTION SYSTEM</Title>
  <Section position="2" start_page="0" end_page="0" type="metho">
    <SectionTitle>
1. THE PLACE OF A GRAMMAR AND A
LEXICON IN PENMAN
</SectionTitle>
    <Paragraph position="0"> This gaper will view a grammar and a lexicon as integral parts of a text production system (PENMAN). This perspective leads to certain recluirements on the form of the grammar and that of the eubparts of the lexicon and on the strategies for integrating these components with each other and with other parts of the system. In the course of the I~resentstion of the componentS, the subcomDonents and the integrating strategies, these requirements will be addressed. Here I will give a brief overview of the system.</Paragraph>
    <Paragraph position="1"> PENMAN is a successor tO KDS (\[12\], \[14\] and \[13\]) and is being created to produce muiti.sentential natural English text, It has as some of its componentS a knowledge domain, encoded in a KL.ONE like representation, a reader model, a text-planner, a lexicon, end a Sentence generator (called NIGEL). The grammar used in NIGEL is a Systemic Grammar of English of the type develol:~d by Michael Halliday * - see below for references.</Paragraph>
    <Paragraph position="2"> For present DurOoses the grammar, the lexic,n and their environment can be represented as shown in Figure 1.</Paragraph>
    <Paragraph position="3"> The lines enclose setS; the boxes are the linguistic compenents. The dotted lines represent parts that have been develoDed independently of the I~'esent project, but which are being implemented, refined and revised, and the continuous lines represent components whose design ill being developed within the project.</Paragraph>
    <Paragraph position="4"> The box labeled syntax stands for syntactic information, both of the general kind that iS needed to generate structures (the grammar;, the left part of the box) and of the more Sl~=cific kind that is needed for the syntactic definition of lexical items (the syntactic subentry of lexical items; to the right in the box -- the term lexicogrammar can also be uasd to denote both ends of the box).</Paragraph>
    <Paragraph position="5"> 1Thitl reBe*rcti web SUOl~fled by the Air Force Office of Scientific Re~lllrrJ1 contract NO. F49620-7~-C/-01St, The view~ and C/OIX:IuIIonI contained in this document Me thoe~ of the author and ~ould not be intemretKI u neceB~mly ~tJ~ ~ official goliC/iee or e~clors~mcm=, either e;~ore~ or im~isd. Of the Air FOrCAI Office of .~WIO R~rch ot the U.S. Government. The reeeaC/ch re~t~ * joint effort end so ao tt~ =tm~ming from it whicti are the sub, tahoe Of this ml~'. I would like to thank in p~rt~cull=r WIIIklm MInn, who tieb helped i1~ think, given n~e ~ h~l ideaa sugg~o~l and commented extensively on dr.Jft= of th@ PaDre3, without him it ~ not be. I am ~ gretefu |tO Yeeutomo Fukumochi for he~p(ul commcmUI On I dran end to Michael Hldlldey, who h~ mecle clear to m@ rmmy sylRemzC/ i:~nC/iOl~ end In=Ught~ N*turelly, \] am eolefy resoC/~i~le for errors in the grelMmtetlon and contenL</Paragraph>
  </Section>
  <Section position="3" start_page="0" end_page="49" type="metho">
    <SectionTitle>
' CONCEPTUALS
</SectionTitle>
    <Paragraph position="0"/>
    <Paragraph position="2"> The other box (semamics) represents that part of semantics that has to do with our conceptualiz.~tion o: experience (distinct from the semantics of interaction -. speech acts stc, .- and the semantics of presentation -- theme structure, the distinction between given and new information etc.). It is shown as one part of what is called conceDtuals ..</Paragraph>
    <Paragraph position="3"> our general conceptual organization of the world around us and our own inner world; it is the linguistic part o! conceptuals. For the lexicon this means that lexical semantics is that part of conceptuals which has become laxicalized and thus enters into the structure of the vocabulary.</Paragraph>
    <Paragraph position="4"> There is also a correlation between conceptual organization and the organization of part of the grammar.</Paragraph>
    <Paragraph position="5"> The double arrow between the two boxes represents the mapping (realization or encoding) of semantics into syntax. For example, the concept SELL is mapped onto the verb sold? The grammar is the general Dart of the syntactic box, the part concerned with syntactic structures. The /exicon CUts across three levels: it has a semantic part, a syntactic part (isxis) and an orthographic part (or spelling; not present in the figure)? The lexicon 21 *m ul~ng the genec=l convention of cagitllizing terms clattering semantic entree=. C.~tak= will also i~l ueBd foC/ rom~ aJmocieteo with conce~13 (like AGENT. RECIPIENT lu~ OI~ECT~ and for gcamm~ktical functions (like ACTOR. BENEFICIARY and GOAL). These notions will be introduced below.</Paragraph>
    <Paragraph position="6">  consists entirely of independent lexical entries, each representing one lexicai item (t'ypicaJly a word).</Paragraph>
    <Paragraph position="7"> This figure, then, represents the i~art of the PENMAN text production system that includes the grammar, the lexicon and their immediate environment.</Paragraph>
    <Paragraph position="8"> PENMAN is at the design stage; conseC/lUantiy the discussinn that follows is tentative end exploratory rather than definitive. -- The C/om!=onant that has advanced the farthest is the grammar. It has been implemented in NIGEL, the santo nee generator mentioned above. It has been tested and is currently being revised and extended. None of the other components (those demarcated by continuous lines) have been implemented; they have been tested only by way of hand examples.</Paragraph>
    <Paragraph position="9"> This groat will concentrate on the design features of the grammar rather than on the results of the implementation and testing of it.</Paragraph>
  </Section>
  <Section position="4" start_page="49" end_page="49" type="metho">
    <SectionTitle>
2. THE COMPONENTS
</SectionTitle>
    <Paragraph position="0"/>
    <Section position="1" start_page="49" end_page="49" type="sub_section">
      <SectionTitle>
2.1. Knowledge representation and semantics
</SectionTitle>
      <Paragraph position="0"> The knowledge representation One of the fundamental properties of the KL-ONE like knowledge representation (KR) is its intensional -- extensional distinction, the distinction between a general conceptual taxonomy and a second part of the representation where we find individuals which can exist, states of affairs which may be true etc. This is roughly a disbnction t:~ltween what is conceptuaiizaDle and actual conceptualizations (whether they are real or hypothetical). In the overview figure in section 1, the two are together called conceptuals.</Paragraph>
      <Paragraph position="1"> For instance, to use an example I will be using throughout this paper, there is an inteflsional concept SELL, about which no existence'D or location in time is claimed. An intenalonal concept is related to extensional concede by the relation Inclividuates: intenaionai SELL is related by individual instances of extensional SELLs by the Individuates relation. If I know that Joan sold Arthur ice-cream in the I~!rk, I have s SELL fixed in time which is part of an assertion about Joan and it Indiviluates intenaional SELL. 4 A concept has internal structure: it is a configuration of roles. The concept SELL has an internal ~re which is the three roles associated with it, viz. AGENT (the seller), RECIPIENT (the buyer) and OBJECT. These rolee are slot3 which are filled by other concepts and the domains over which these can very are defined as value restrictions. The AGENT of SELL is a PERSON or a FRANCHISE and sO on.</Paragraph>
      <Paragraph position="2"> tn ~,ther words, a C/oncel~t is defined by its relation to other concepts (much aS in European structuraiism). These relations are roles a'~sociated with the concept, roles whose fillers are other conceptC/ This gives rise to a large conceptual net.</Paragraph>
      <Paragraph position="3"> There is another reiation which helps define the place of a conoe=t in the conceptual net. viz. SuperCategory, which gives the conceptual net a taxonomic (or hierarchic) structure in addition to the structure defined by the role relations. The concept SELL ie defined by its I~lace in the taxonomy by having TRANSACTION as a SuperCate&lt;jory. If we want to, 4It ~toulC/l be eml)t~ullz41~t ~tlt r.~lltng the cof~-.eot SELL 'u=y~l nothing wt'~lt=oe~t~r li~out ~ngli~tt exl~'qm~on for it:. ~e *'el.'lons for gz~ it filial ~ Ire I~urely fR~mo~iC/. o~ty way the conces=t elm be I~ocmted ~m ~ ~ =o/o' is tlw~gf~ ~g ~ of I we can define a conceot that will have SELL as a SuDerCategoq (i.e.</Paragraph>
      <Paragraph position="4"> bear the SuperCategory relation to SELL), for example SELLCB 'sell on the black market'. As a result, p)art of the taxonomy of events is</Paragraph>
    </Section>
  </Section>
  <Section position="5" start_page="49" end_page="51" type="metho">
    <SectionTitle>
TRANSACTION --- SELL .-- SELLOB.
</SectionTitle>
    <Paragraph position="0"> If TRANSACTION has a set of roles associated with it, this set may be inherited by SELL and by SELLOB .- this is a generaJ feature of the SuperCategory relation. In the examples involving SELL that follow, I will concentrate on this concept and not try to generalize to its supercategones.</Paragraph>
    <Section position="1" start_page="49" end_page="50" type="sub_section">
      <SectionTitle>
The Semantic Subentry
</SectionTitle>
      <Paragraph position="0"> In the overview figure (1.1), the semantics is shown as part of the concaptuais- The consequence of this is that the set of semantic entries in the lexicon is a subset of the set of concepts. The subset is groper if we assume that there are concepts which have not been lexicaiized (the assumption indicated in the figure). The a.csumption is I~erfectJy reasonable; I have already invented the concept SELLOB for which there is no word in standard English: it is not surprising if we have formed concepts for which we have to create expressions rather than pick them reedy.made from our lexicon. Furthermore, if we construct a conceptual component intended to support say a bilingual speaker, there will be a number of concepts which are lexicaiized in only one of the two languages..</Paragraph>
      <Paragraph position="1"> A semantic entry, than, is a concept in the conceptuais- For sold, we find soil wiffi its associated roles, AGENT, RECIPIENT and OBJECT.</Paragraph>
      <Paragraph position="2"> The right ~ of figure 4.1 below (marked &amp;quot;se:'; after a figure from \[1\] gives a more detailed semantic ent~ for sold: = pointer identifies the relevant part in the KR, the concept that constitutes the semantic entry (here the concept SELL).</Paragraph>
      <Paragraph position="3"> The concept that constitutes the semantic entry of a lexicai item has a fairly rich structure. Roles are associated &amp;quot;with the concept and the modailty (neces~ury or optional), the C/ardinaii~ of and restrictions on (value of) the fillers are given.</Paragraph>
      <Paragraph position="4"> Through the value restriction the linguistic notion of selection restriction is captured. The stone sold a carnation to the little girl is odd because the AGENT role of SELL is value restricted to PERSON or FRANCHISE and the concept associated with stone fails into neither type.</Paragraph>
      <Paragraph position="5"> The strategy of letting semantic entries be part of the knowledge representation would not have been possible in a notation designed to csgture specific propositions only, However, since KL-ONE pfoviles the distinction between intension and extension, the strategy is unl=rotolsmatiC/ in the I=resant framework.</Paragraph>
      <Paragraph position="6"> So what is the relationship between intensional-extensionai and s~mantiC/ entries? The working aesumption is that for a large part of the&amp;quot; vocaioulary, it is the concepts of the intanalonai part of the KR that may be lexicalized and thus serve as semantic entries. We have words for intenalonai objeC/=, actions and states, but not for indtviluai extensional obiects etc. with the exception of propel names. They have extensional concepts as their semantic entries. For instance, Alex denotes a particular individuated person and The War of the Roses a palrticulaC/ individumed war.</Paragraph>
      <Paragraph position="7"> Both the Sul~H'Category relation and the Indiviluates relation provide ways of walking around in the KR to find expresmons for concepts. If  we are in the extensional part of the KR, looking at a particular individual, w~ can follow the Individuates link up to an intensional concept. There may be a word for it, in which case the concept is part of a laxical entry. If there is no word for the concept, we will have to consider the various options the grammar gives us for forming an C/oPropriate exoressJon.</Paragraph>
      <Paragraph position="8"> The general assumption is that all the intensional vocabulary can he used for extensional concepts in the way just describe(l: exc)reasabi..,'y is inherited with the Individuates relation.</Paragraph>
      <Paragraph position="9"> Expression candidates for concepts can also be located along the SuberCate(Jory link by going from one concept to another one higher up in the taxonomy. Consider the following example: Joan sold Arthur ice.cream. The transaction took place in tl~e perk. The SuperCate~ory link enables us to go from SELL to TRANSACTION, where we find the expression transaction.</Paragraph>
    </Section>
    <Section position="2" start_page="50" end_page="51" type="sub_section">
      <SectionTitle>
Lexical Semantic Relations
</SectionTitle>
      <Paragraph position="0"> The structure of the vocabulary is parasitic on the conceptual structure.</Paragraph>
      <Paragraph position="1"> In other words, laxicalized concepts are related not only to one another, but also to concepts for which there is no word,encoding in English (i.e.</Paragraph>
      <Paragraph position="2"> non-laxicalized concepts).</Paragraph>
      <Paragraph position="3"> Crudely, the semantic structure of the lexicon can be described as being part of the hierarchy of intensional concepts -- the intensional concepts that happen to be lexicalized in English. -- The structure of English vocabulary is thus not the only principle that is reflected in the knowledge representation, but it is reflected. Very general concepts like OBJECT, THING and ACTION are at the top. In this hierarchy, roles are inherited. This corresponds to the semantic redundancy rules of a lexicon.</Paragraph>
      <Paragraph position="4"> Considering the possibility of walking around in the KR and the integration of texicalized and non.iexicalized concepts, the KR suggests itself as the natural place to state certain text-forming principles, some of which have been described under the terms lexical cohesion (\[8\]) and Thematic Progression (\[6\]).</Paragraph>
      <Paragraph position="5"> I will now turn to the syntactic component in figure 1-1, starting with a brief introduction to the framework (Systemic Linguistics) that does the same for that component as the notion of semantic net did for the component just discussed.</Paragraph>
      <Paragraph position="6"> 2,2. Lexicogrammar Systemic Linguistic~ stems from a British tradition and has been developed by its founder, Michael Halliday (e.g. \[7\], \[9\], \[10\]) and other systemic linguists (see e.g. \[5\], \[4\] for S presentation of Fawcett's interesting work on developing a systemic model within a cognitive model) for over twenty years covering many areas of linguistic concern, including studies of text, ;exicogrammar, language development, and computational applications. Systemic Grammar was used in SHRDLU \[15\] and more recently in another important contribution, Davey'a PROTEUS \[3\].</Paragraph>
      <Paragraph position="7"> The systemic tradition recognizes a fundamental principle in the organization of language: the distinction between cl~oice and the structures that express (realize) choices. Choice is taken as primary and is given special recC,;\]nition in the formalization of the systemic model of language. Consequently, a description is a specification of the choices a speaker can make together with statement:; about how he realizes a selection he has made. This realization of a set of choices is typically linear, e.g. a string of words. Each choice point is formalized as a ,system (hence the name Systemic). The options open to the speaker are two or more features that constitute alternatives which can' be chosen. The preconditions for the choice are entry conciitiona to the system. Entry conditions are logical expressions whose elementary terms are features.</Paragraph>
      <Paragraph position="8"> All but one of the systems have non.emt~/ entry conditions. This causes an interdependency among the systems with the result that the grammar of English forms one network of systems, which cluster when a feature in one system is (part of) the entry condition to another system. This dependency gives the network depth: it starts (at its &amp;quot;root&amp;quot;) with very general choices. Other systems of choice depend on them (i.e. have a feature from one of these systems -- or st combination of features from more than one system .. as entry conditions) so that the systems of choice become less general (more delicate to use the, systemic term) as we move along in the network.</Paragraph>
      <Paragraph position="9"> The network of systems is where the control of the grammar resides, its non.deterministic part. Systemic grammar thus contrasts with many other formalisms in that choice is given explicit representation and is captured in a single ruis type (systems), not distributed over the grammar as e.g. optional rules of different types. This property of systemic grammar makes it s very useful component in a text-production system, seDecially in the interf3ce with semantics and in ensuring accessibility of alternatives.</Paragraph>
      <Paragraph position="10"> The rest of the grammar is deterministic .. the consequences of features chosen in the network of systems. These conse(luences are formalized as feature realization statements whose task is to build the appropriate structure.</Paragraph>
      <Paragraph position="11"> For example, in independent indicative sentences, English offers a choice between declarative and interroaative sentences, if interrooativ~ is chosen, this leeds to a dependent system with a choice between wh-intsrrooative and ves/no-interroaative. When the latter is chosen, it is realized by having ~.he FINITE verb before the SUBJECT. Since it is the general design of the grammar that is the focus of attention, I will not go through the algorithm for generating a sentence as it has been implemented in NIGEL. The general observation is that the results are very encouraging, although it is incomplete. The algorithm generates a wide range of English structures correctly. There have not been any serious problems in implementing a grammar written in the systemic notation.</Paragraph>
      <Paragraph position="12"> Before turning to the lexico, part of lexicogrammar, I will give an example of the toplevel structure of a sentence generated by the grammar. (I have left out the details of the internal structure of the constituents.) iiiii;o.i iIi i!o t Iiiiii i\]\]iiiliiiii I ........... .... I ............. ..........</Paragraph>
      <Paragraph position="13"> In the park |Join / sold  |Arthur 14ce-C/reem  The structure consists of three layers of function symbols, aJl of which are needed to get the result desired... The structure is not only functional (with- function s/m/ools laloeling the const|tuents instead of category names like Noun Phrase and Verb Phrase) but it is multifunctional.</Paragraph>
      <Paragraph position="14"> Each layer of function symbols shows a particular perspective on the clause structure. Layer \[1\] gives the aspect of the sentence as a representation of our experience. The second layer structures the sentence as interaction between the speaker and the hearer;, the fact that SUBJECT precedes FINITE signals that.the speaker is giving the hearer information. Layer \[3\] represents a structuring of the clause as a message; the THEME is its starting point. The functions are called experiential, inte~emonal and textual resm~-~Jvety in the systemic framework: the function symbols are said to belong to three different metafunctions, in the rest of the !~koar I will concentrate on the experiential metafunction, I=artiy because it will turn out to be highly relevant to the lexicon.</Paragraph>
      <Paragraph position="15"> The syntactic sut3entry.</Paragraph>
      <Paragraph position="16"> In the systemic tradition, the syntactic part of the lexicon is seen as a continuation of grammar (hence the term lexicogrammar for both of them): lsxical choices are simply more detailed (delicate) than grammatical choices (cf. \[9\]). The vocabulary of English can be seen as one huge taxonomy, with Roget's Thesaurus as a very rough model. A taxonomic organization of the relevant Dart of the vocabulary of English is intended for PENMAN, but this Organization is part of the conceptual organization mentioned al0ove. There is st present no separate lexicai taxonomy.</Paragraph>
      <Paragraph position="17"> The syntactic subentry potentially con~sts of two parts. There is alv~ye the class specification .. the lexical features. This is a statement of the grammatical potential of the lexicai item, i.e. of how it can be used grammatically. For sold the'ctas,~ specification is the following:</Paragraph>
      <Paragraph position="19"> where &amp;quot;benefactive&amp;quot; says that sold can occur in a sentence with a BENEFICIARY, &amp;quot;class 10&amp;quot; that it encodes a material pr~ (contrasting with mental, varbai and relational processes) and &amp;quot;CMas 02&amp;quot; that it is a tnmaltive verb.</Paragraph>
      <Paragraph position="20"> In ~ldition, there is a provision for a configurationai part, which is a h'agment of a Structure the grammar can generate, more specifically the experiential part of the grammar, s The structure corresponds to the top layer ( # \[1\]) in the example above. In reference to this example, I can make more explicit wh~ I mean by fragment. The general point is that (to take just one cimm as an example) the presence and cflara~er of functions like ACTOR, BENEFICIARY and GOAL .- diract t:~'ticiplmts in the event denoted by the verb .- depend on the type of verb, whereas the more circumstantial functions like LOCATION remain unaffected and a~oDlical=ie to all ~ of verb. Conse(luently, the information about the poasibilib/ of having a LOCATION constituent is not the type of information that has to be stated for specific lsxical items. The information given for them concerns only a fragment of the experiential functional structure.</Paragraph>
      <Paragraph position="21"> The full syntactic entry for sol~ is:  This says that sold Can occur in a fragment of a struCtUre where it is PROCESS and there can be an ACTOR, a GOAL and a RENEF1CIARY.</Paragraph>
      <Paragraph position="22"> The usefulness of the structure fragment will be demonstrated in section 4.</Paragraph>
    </Section>
  </Section>
  <Section position="6" start_page="51" end_page="52" type="metho">
    <SectionTitle>
3. THE PROBLEM
</SectionTitle>
    <Paragraph position="0"> I will now turn to the fundamental proiolem of making a working s/stem out of the parts that have been discu~md.</Paragraph>
    <Paragraph position="1"> The problem ~ two parts to it. viz.</Paragraph>
    <Paragraph position="2">  1. the design of the system as a system with int.egrated Darts and 2. the implementation of the system.</Paragraph>
    <Paragraph position="3">  I will only be concerned with the 6rat aspect here. The components of the system have been presented. What remains -. and that is the problem -- is to dealgn the misalng \[inks; tO find the strategies that will do the job of connecting the components. Finding these strategies is a design problem in the following sense. The stnUegies do not come as accessories with the frameworks we have uasd (the systemic framework and the KL-ONE inspired knowledge reprasentatJon). Moreover, th~me two frameworks stem from two quite dispm'ate traditions with different sets of goals, symbols and terms. I will state the problem for the grammar first and then for the lexicon. As it has been presented, the grammar runs wik:l and free. It is organized Mound choice, to be sure, but there is nothing to relate the choices to the rest of the Wstem, in particular to what we can take to be semantics. In other word~k although the grammar may have * ~ that faces ~emantics .. the system network, which; in Hallldly'e worcls, is ~arnantically relevant grammar .- it does not mmke direct contact with semantics. And, if we know what we want the system to ante&gt;de in a sentence, how can we indicate what goes where, that is what a constituent (e.9. the ACTOR) should encocle? The lexicon incorporates the problem of finding an C/opropriate strategy to link the components to each other, since it cuts acrosa component boundn,des. The semantic and s/ntsctic subpaJts of a lexica |entry have been outlined, but nothing hall been sak:l about how they should be matched up with one ,.,nother. The reason why this match is not ~rfectly straightforward has to do with the fact that both entries may be sa'uctunm (conf,~urations) rather than s~ngle elements. In sedition, there are lexical relations that have not been accounted for yet, es~lcially synonymy and polysemy.</Paragraph>
    <Paragraph position="5"/>
  </Section>
  <Section position="7" start_page="52" end_page="52" type="metho">
    <SectionTitle>
4. LOOKING FOR THE SOLUTIONS
</SectionTitle>
    <Paragraph position="0"/>
    <Section position="1" start_page="52" end_page="52" type="sub_section">
      <SectionTitle>
4.1. The Grammar
</SectionTitle>
      <Paragraph position="0"> Choice experts and their domains.</Paragraph>
      <Paragraph position="1"> The control of the grammar resides in the n.etwork of systems. Choice experts can be developed to handle the choices in these systems. The idea is that there is an expert for each system in the network and that this expert knows what it takes to make a meaningful choice, what the factors influencing its choice are. it has at its disposal a table which tells it how to find the relevant pieces of information, which are somewhere in the knowledge domain, the text plan or the reader model.</Paragraph>
      <Paragraph position="2"> In other words, the part of the grammar that is related to Semantics is the part where the notion of choice is: the choice experts know about the Semantic consequences of the various choices in the grammar and do the job of relating syntcx tO semantics, s The recognition of different functional componenta of the grammar relates to the multi-funCtional character of a structure in systemic grimmer I mentioned in relsUon to the example In the park Joan sold Arthur ice.cream in section 2.2. The organization of the sentence into PROCESS, ACTOR, BENEFICIARY, GOAL, and LOCATIVE is an organization the grammar impeses on our experience, and it is the aspect of the organization of the Sentence that relates to the conceptual organization of the knowledge domain: it is in terms of this organization (and not e.g. SUBJECT, OBJECT, THEME and NEW INFORMATION) that the mapping between syntax and semlmtic,,i can be stated... The functional diver~ty Hailiday has provided for systemic grammar is useful in a text.production .slrstam; the other functJone find uses which space does note permit a discuesion of here.</Paragraph>
      <Paragraph position="3"> Pointers from cJonslituents.</Paragraph>
      <Paragraph position="4"> In order for the choice experts to be able to work, they must know where to look. Resume that we are working on in the park in our example Sentence in the park Joan sold Arthur ice.cream and that an expert has to decide whether park should be definite or not. The information about the status in the mind of the reader of the concept corre~oonding to park in this sentence is located at this conce~t: the ~ck is to ~mociats the concept with the constituent being built. In the example structure given earlier, in the park is both LOCATION and THEME, only the former of which is relevant to the present problem. The solution is to set a pointer to the relevant extensional concept when the function symbol LOCATION is inserted, so that LOCATION will carry the pointer and thus make the information attached to the concept 8ccaesible.</Paragraph>
      <Paragraph position="5"> 4.2. The lexicon and the lexlcal entry I have already inb-oducad the semantic subentry and the syntactic * ubentry. They are stated in a KL-ONE like representation and a systemic notation respec~vely. The queslion now is how to relate the two.</Paragraph>
      <Paragraph position="6"> In the knowledge representation the internal struc~Jre of a concept is a configuration of roles and these roles lead to new concepts to which the concept is related. A syntactic structure is seen as a configuration of aA ~ d~lnitk~n ot the h~i soTintlca ol tt~ gnlmm*r ik Is * nliA# ot IOl~'mlC, h0 &amp;quot;minimti~ * what ti~ Brlmm*~cll ~ ~ io~ at*. in the Ixment '4/mcusWon, I ~ focun~l on Ine know~dge domain one, ~ ~ this bl me mosl r~J~Im to MmiP.~ ~'T~li~.</Paragraph>
      <Paragraph position="7"> / function symbols; syntactic categories serve these functions -- in the generation of a structure the functions lead to an entry of a part of the network. For example, the function ACTOR leads to a part of the network whoSe entry feature is Nominal Group just ~s the role AGENT (of SELL) leads to the concept that is the filler of it. The parallel between the two representations in this area are the following:</Paragraph>
    </Section>
  </Section>
  <Section position="8" start_page="52" end_page="52" type="metho">
    <SectionTitle>
KRONLEDG\[ REPRESENTATIOM SYNTACTIC REPRES\[MTATION
</SectionTitle>
    <Paragraph position="0"> role fuflctton f 111el&amp;quot; exponent (Where exponent denotes the entry feature into a pm't of the network (e.g. Nominal Group) that the function leads to.) This parallel clears the path for a strmegy for relating the Semantic entry and the syntactic entry. The strategy is in keeping with current ideas in linguistics. &amp;quot;r Consider the following crude entry for sold, given here a.s an illustration:</Paragraph>
  </Section>
  <Section position="9" start_page="52" end_page="53" type="metho">
    <SectionTitle>
RECIPIENT * BEMEFICIARY=
</SectionTitle>
    <Paragraph position="0"> where the previously discussed semantic and syntactic subentries are repeated and paired off against each other.</Paragraph>
    <Paragraph position="1"> This full lexical entry makes clear the usefulness of the second part of the syntactic entry .. the fragment of the experiential functional structure in which sold can be the PROCESS.</Paragraph>
    <Paragraph position="2"> Another piece of the total picture siso falls into place now. The notion of a pointer from an experiential function like BENEFICIARY in the grammatical structure to a point in the conceptual net was introduced above. We can now see how this pointer may be Set for individual lexical items: it is introduced as a simple relation between a grammatical function symbol and s conceptual role in the iexical entry of e.g. SELL. Since there is an Indlviduates link between this intensionai concept and any extensional SELL the extensional concept that is part of the particular proposition that is being encoded grarnmaticaJly, the pointer is inherited and will point to a role in the extensional part of the knowledge domain.</Paragraph>
    <Paragraph position="3"> At this point, I will refer again to the figure below, whose dght half I have already referred to as a full example of a semantic subentry (&amp;quot;see&amp;quot;). &amp;quot;sp:&amp;quot; is the spelling or orthographi c subentry; &amp;quot;gee&amp;quot; is the syntactic s,,bentry. We have two configurations in the lexical ent~'y: in the Semantic subentry the concept plus a number of roles and in the syntactic subentry a number of grammaticsi functions. The match is represented in the.f_i~ure abov e by the arrows.</Paragraph>
    <Paragraph position="4">  entry for sold in the first step I introduced the KL-ONE like knowledge representation All three roles of SELL have the modaJity &amp;quot;r~c~___,~_~'. This does not dictate the grammatical pos.~bilities. The grammar in Nigei offers a choice between e.g. They sold many books to their customers and The book sold well, In the second example, the grammar only Dicks out a subset of the roles of SELL for expras~on. In other words, the grammar makes the adoption of different persl~C/tives possible. II I can now return to the ol:~ervation that the functional diversity Hallidey has provldat for systemic grammar is useful for our pu~__o'-'e~-__; The fact that grammatical structure is multi.layered means that those aspects of grammatical structure that are relevant to the mapping between the two lexical entries are identified, made explicit (as ACTOR BENEFICIARY etc.) and kept seperate from pdnciplas of grernmatical structuring that are not directly relevant to this mapl:dng (e.g. SUBJECT, NEW and THEME).</Paragraph>
    <Paragraph position="5"> In conclusion, a stretegy for accounting for synonymy and polysemy can be mentioned.</Paragraph>
    <Paragraph position="6"> The way to cagture synonymy is to allow a concept to be the semantic subentry for two distinct orthographic entries. If the items are syntactically identical as well. they will also share a syntactic subentry. Polyeemy works the other way:. there may be more than one concept for the same syntactic subentry.</Paragraph>
  </Section>
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