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        <title>The Role of Semantics in Legal Expert Systems and Legal Reasoning*</title>
        <author>R.K. Stamper</author>
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          <title>The Role of Semantics in Legal Expert Systems and Legal Reasoning*</title>
          <date>1991</date>
          <publisher>Ratio Juris</publisher>
          <idno type="DOI">10.1111/j.1467-9337.1991.tb00094.x</idno>
          
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        <label>critique</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t1" type="phenomenon" ana="#phenomenon" resp="#paper">
        <label>semantics of legal expert systems</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t2" type="method" ana="#method" resp="#paper">
        <label>system-or-tool-building</label>
        <term>system-or-tool-building</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t3" type="mechanisms" ana="#mechanisms[0]" resp="#tagger">
        <label>mechanisms</label>
        <term>The freedom to invent &#x27;fat predicates&#x27; lets each analyst build a private language, which in turn produces complexity, rigidity, the illusion of natural-language understanding and the difficulty of merging systems</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t4" type="mechanisms" ana="#mechanisms[1]" resp="#tagger">
        <label>mechanisms</label>
        <term>Forcing analysis down to individual words and placing them in an ontological structure removes the arbitrariness, because the structure itself generates the questions the analyst must answer</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t5" type="limitations" ana="#limitations[0]" resp="#tagger">
        <label>The proposed alternative formalism is admittedly unfinished.</label>
        <note>what this limits: the proposed alternative formalism: THE WORK IS NOT YET COMPLETE</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t6" type="limitations" ana="#limitations[1]" resp="#tagger">
        <label>The intermediate Legol solution is acknowledged to be defective and not to function as a logic.</label>
        <note>what this limits: the intermediate Legol solution specifically: THIS INTERMEDIATE SOLUTION IS FULL OF DEFECTS</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t7" type="limitations" ana="#limitations[2]" resp="#tagger">
        <label>The intermediate solution still rests on the assumptions of the framework the paper criticises.</label>
        <note>what this limits: the claim that the paper&#x27;s own proposal escapes the problem it diagnoses: DESPITE THESE ADVANCES, THIS INTERMEDIATE SOLUTION FAILS TO BREAK AWAY FROM THE OLD, DEFECTIVE FRAMEWORK</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t8" type="limitations" ana="#limitations[3]" resp="#tagger" cert="1.0">
        <label>Formal logic does not supply the meanings it appears to encode: knowing what the predicates mean requires already knowing which individuals fall into the classes they name.</label>
        <note>what this limits: a legal rule encoded in predicate logic as a representation of its meaning: the paper states one must already assume knowledge of which individuals have the properties named by the predicates</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t9" type="limitations" ana="#limitations[4]" resp="#tagger" cert="1.0">
        <label>The reasoning the systems are meant to support is stated to be unmechanisable.</label>
        <note>what this limits: a legal expert system as a substitute for legal reasoning: the paper states much of the required reasoning needs creative thinking, judgment and accountability, and cannot be mechanised</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t10" type="limitations" ana="#limitations[5]" resp="#tagger" cert="1.0">
        <label>The paper relabels the systems to scope the claim, while explicitly not denying their value.</label>
        <note>what this limits: the label &#x27;expert system&#x27; for these tools: the paper proposes &#x27;bureaucratic expert systems&#x27; as the accurate description, while stating this does not deny their potential value</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t11" type="limitations" ana="#limitations[6]" resp="#tagger" cert="0.9">
        <label>The paper&#x27;s central objection is put as a question about TRANSFER rather than as a demonstration: why expect a logic devised by mathematicians for their own work to move comfortably into law and other practical social affairs, which do not share its special properties. The argument is that the transfer was never licensed, not that a particular system was measured and failed.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t12" type="transfers" ana="#transfers[0]" resp="#tagger">
        <label>Weber&#x27;s ideal-type model of bureaucratic administration is applied to rule-based legal expert systems, which is what licenses the paper&#x27;s reclassification of them as &#x27;bureaucratic&#x27; rather than &#x27;legal&#x27; expert systems</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t13" type="concepts" ana="#concepts[0]" resp="#paper">
        <label>bureaucratic expert systems</label>
        <term>bureaucratic expert systems</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t14" type="concepts" ana="#concepts[1]" resp="#paper">
        <label>citizenship</label>
        <term>citizenship</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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        <label>predicate logic</label>
        <term>predicate logic</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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        <label>fat predicates</label>
        <term>fat predicates</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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        <label>semantics</label>
        <term>semantics</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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        <label>citizenship - a concept whose MEANINGS MULTIPLY WITH ITS CRITERIA: it exists by virtue of several different criteria, and the paper says this gives rise to several different meanings</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t19" type="senses" ana="#senses[1]" resp="#tagger" cert="1.0">
        <label>preservation of wording - a professional practice with a stated reason: lawyers keep forms of words that have survived judicial scrutiny, and see danger in casual reformulation</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t20" type="senses" ana="#senses[2]" resp="#tagger" cert="0.95">
        <label>fat predicates - elongated symbols that resemble natural language and are given meaning by the analyst rather than by the system; the paper calls the habit the Humpty Dumpty syndrome</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t21" type="claim_relations" ana="#claim_relations[0]" resp="#tagger">
        <label>contradicts → Susskind (1987), Expert Systems in Law</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t22" type="claim_relations" ana="#claim_relations[1]" resp="#tagger">
        <label>builds-on → Dworkin&#x27;s argument from principles</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t23" type="content_tags" ana="#content_tags.findings[0]" resp="#tagger">
        <label>A legal expert system built on propositional logic has essentially no semantics of its own: whoever assigns truth-values to the elementary propositions performs all the interpretation, and the machine merely computes consequences.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t24" type="content_tags" ana="#content_tags.findings[1]" resp="#tagger">
        <label>Propositional logic recognises no unit smaller than a whole proposition, not even individual words.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t25" type="content_tags" ana="#content_tags.findings[2]" resp="#tagger">
        <label>Predicate logic leaves the ontology to the analyst&#x27;s discretion — the same content can be modelled either as a separate individual or folded into a longer predicate — so what exists in the knowledge base is decided arbitrarily.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t26" type="content_tags" ana="#content_tags.findings[3]" resp="#tagger">
        <label>Two engineers formalising the same legal concept in predicate logic arrive at an identical expression only by happy accident.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t27" type="content_tags" ana="#content_tags.findings[4]" resp="#tagger">
        <label>Because each application invents its own private predicate language, separate legal knowledge bases cannot be integrated by simply merging their rules.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t28" type="content_tags" ana="#content_tags.findings[5]" resp="#tagger">
        <label>In a legal dispute, truth is reached at the end of the process rather than given at its start.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t29" type="content_tags" ana="#content_tags.findings[6]" resp="#tagger">
        <label>Existence here-and-now takes the place of truth as the primitive concept, because existence is easy to operationalise.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t30" type="content_tags" ana="#content_tags.findings[7]" resp="#tagger">
        <label>The logic always points to the agents in the social system who are responsible for using the constructs the formalism expresses.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t31" type="content_tags" ana="#content_tags.findings[8]" resp="#tagger">
        <label>In Norma an open system is the only possible representation.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t32" type="content_tags" ana="#content_tags.findings[9]" resp="#tagger">
        <label>The resulting method of analysis proved effective in designing systems cheaper to build and far cheaper to maintain than conventionally developed ones.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t33" type="content_tags" ana="#content_tags.definitions[0]" resp="#tagger">
        <label>bureaucratic expert systems</label>
        <term>bureaucratic expert systems</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t34" type="content_tags" ana="#content_tags.definitions[1]" resp="#tagger">
        <label>the conduit metaphor of language</label>
        <term>the conduit metaphor of language</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t35" type="content_tags" ana="#content_tags.definitions[3]" resp="#tagger">
        <label>fat predicates</label>
        <term>fat predicates</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t36" type="content_tags" ana="#content_tags.definitions[4]" resp="#tagger">
        <label>realisation</label>
        <term>realisation</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t37" type="content_tags" ana="#content_tags.definitions[6]" resp="#tagger">
        <label>norm</label>
        <term>norm</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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        <label>ontology chart</label>
        <term>ontology chart</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t39" type="content_tags" ana="#content_tags.definitions[8]" resp="#tagger">
        <label>Norma</label>
        <term>Norma</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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        <label>MEASUR</label>
        <term>MEASUR</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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        <label>semantic unit</label>
        <term>semantic unit</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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        <label>epistemological principles</label>
        <term>epistemological principles</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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        <label>ontological dependent</label>
        <term>ontological dependent</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t44" type="content_tags" ana="#content_tags.definitions[14]" resp="#tagger">
        <label>ontological antecedent</label>
        <term>ontological antecedent</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <span xml:id="t45" type="content_tags" ana="#content_tags.quantities[0]" resp="#tagger">
        <label>six pages ... 270 pages — space Twining and Myers devote to deductive reasoning in their 270-page book on legal rules, cited as evidence that deduction is only a small part of legal argumentation</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
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      <p><note type="rights">The full text of this article is not redistributable, so it is
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      grounding status remain. The article itself is at https://doi.org/10.1111/j.1467-9337.1991.tb00094.x.</note></p>
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