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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>About The Exposition of Brazilian Jurisprudences</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Jean-Re´mi Bourguet</string-name>
          <email>jrbourguet@inf.ufes.br</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Melissa Zorzanelli Costa</string-name>
          <email>mzcosta@jfes.jus.br</email>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>N u ́cleo de Estudos em Modelagem Conceitual e Ontologias Federal University of Esp ́ırito Santo (UFES) -</institution>
          <country country="BR">Brazil</country>
        </aff>
      </contrib-group>
      <fpage>138</fpage>
      <lpage>143</lpage>
      <abstract>
        <p>In this paper, we address an issue concerning the application of an ontological layer over some federal jurisprudences repositories. After a brief state of art, we designed a domain ontology performing a substantial modification of an existing one, adding some federal features through experts interview. This approach seems to open promising ways towards a semantic exposition of Brazilian jurisprudences and some worldwide legal vocabularies alignments.</p>
      </abstract>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>
        Open data is well known as the movement advocating the exposition of digital data
coming from public sources. Despite their free access, these data are unfortunately largely
produced and disseminated in a semi structured or unstructured manner. Indeed, most of
time, these data can be reused to support new reasonings making necessary the presence
of an upstream semantic layer
        <xref ref-type="bibr" rid="ref13 ref2">(see [Bizer et al. 2009])</xref>
        . The sector of Justice illustrates
perfectly these needs, the arbitrations are there continuously produced by performing
cognitive reasoning (argumentation, similarity and case-based reasoning) to achieve the
decisional processes. Thus, legal ontologies
        <xref ref-type="bibr" rid="ref14">(see [van Engers et al. 2008] for a large view)</xref>
        now play an important role in the digital support of legal expert productions. Recent
researches proves that using semantic web technologies can improve the research of legal
documents for legal users
        <xref ref-type="bibr" rid="ref13 ref2">(see [Saravanan et al. 2009])</xref>
        . In this article we are interested
to support a particular kind of judicial reasoning in Brazil, the construction of
jurisprudences. A jurisprudence is a set of repeated decisions performed by courts that provides
the basis for new trials. Thus, jurisprudences are used to support and argue the
judgments at all levels of the justice. On the web, there are various repositories for Brazilian
jurisprudences, each of them providing interface to access to specific (see [STF ]) or
unified (see [JU ]) jurisprudences. Moreover, Brazil participated in an international initiative
establishing an open standards for the interchange of legislative and court information
called LexML. Nevertheless, all of these repositories do not dispose of a semantical layer
giving the status of legal data warehouse
        <xref ref-type="bibr" rid="ref4">(see for example [Casellas et al. 2012])</xref>
        inside
which query could be performed through some endpoints. The issue of this paper is then
to investigate if some similar domain ontologies were already proposed and to capture a
set of competency questions in order to redesign a possible controlled vocabulary and a
set of axioms to cover the repositories. The subsequent parts of the article is as follows:
Section 2 describes our application case, Section 3 presents a brief but exhaustive state of
art, Section 4 details the competency questions, Section 5 depicts our domain ontology
and Section 6 opens some research perspectives.
      </p>
    </sec>
    <sec id="sec-2">
      <title>2. Judicial Process</title>
      <p>In Brazil there are different kinds of justice layers (e.g. state, federal, regional
electoral, labour and military) and different kinds of rights (e.g. civil, penal, etc). Our
application case is restricted to the criminal right of the federal court. As depicted in
the Figure 1, a criminal case begins with a denonciation and can finish in different ways:
with an outright rejection, with a summary absolution, with a sentence without appeal
(sentenc¸a transitada em julgado) given by a judge of a Sec¸ a˜o Judici a´ria (SJ, 1st instance)
of a federal region, with a decision (ac o´rd a˜o) of the Tribunal Regional Federal (TRF)
without appeal or with a decision (ac o´rd a˜o) of the Supremo Tribunal Federal (STF) or
the Superior Tribunal de Justic¸a (STJ). In the first instance, after the end of the criminal
procedure, instructed by an Audieˆncia de Instruc¸ a˜o e Julgamento (AIJ), comes the
sentence that can suffer a resource. So, the process will transit through the second instance,
i.e. one TRF in our application case, specifically towards a groups of recourses, which
are usually composed by three relators (that can be composed by desembargadores, ju´ızes
or ministros). The process is assigned to one relator who will start with an argumented
position (voto). Another relator called reviewer may give his/her own argumented
position that will support an agreement or a discordance. A session of judgment is planned,
and all the relators of each group of recourses will sit to vote using the pros or cons for
all the recourses. If the position of the first relator wins then he/she will construct the
decision (ac o´rd a˜o), else it’s the reviewer (or the third relator) who will have to construct
the decision. Thus, the judgments that are supported by a second study (in a TRF) or third
study (in STF or STJ) of the case will constitute the future jurisprudence.</p>
      <p>Then, a jurisprudence is a set of decisions and interpretations of laws made by the
courts. They are used to support and argue the decisions and judgments at all levels of
the (Brazilian) justice system. In summary, they are past judgments that provide a basis
for new ones. Note that, a jurisprudence does not build decisions, they just guide and
highlight the precedent (similar) cases. But, it exists very well established jurisprudence
(built from repeated court decisions) that are considered as dominant on a particular legal
issue, without nevertheless insuring that all the courts will decide in the same way (space
and time).</p>
    </sec>
    <sec id="sec-3">
      <title>3. Existing Approaches</title>
      <p>
        Our approach is situated in the general scope of legal ontologies
        <xref ref-type="bibr" rid="ref14">(see
[van Engers et al. 2008] for a large view)</xref>
        . A very complete review paper was performed
by Griffo et al. in [Griffo et al. 2015] in which the selected papers were analyzed and
categorized according to the scientific challenges tackled. We selected the contributions
dealing with jurisprudences completing our selection by other bibliographical portal
resources. Thus, we discovered that it exists some ontology-based methods or tools to
support the jurisprudence researching particularly in Spain [Benjamins et al. 2004], in
Thailand [Boonchom and Soonthornphisaj 2012], in Tunisia [Dhouib and Gargouri 2015] and
in Lithuania [Kiskis and Rimantas-Alfonsas 2004]. Few attempts were realized in
Brasil to provide a domain ontology for the interoperability of jurisprudence database
        <xref ref-type="bibr" rid="ref5">(see [de Oliveira Lima 2010])</xref>
        . The first real proposition to design a pattern
representing an ementa of a judgment or (accorda˜o) was performed by Guimara˜es in
[Guimara˜es 2004]. Another approach deals with some jurisprudences of the Tribunal
of Goias in [Morais and Ambr o´sio 2008] but focusing the proposal on the domain
NLPcategorization task (accident, divorce etc.). The closer approach is undeniably those of
Molinari and Tacla in [Molinari 2011], where the authors proposed a state jurisprudence
ontology (from Parana´) called JurisTJPR which is depicted in Figure 2.
      </p>
      <p>The interpretation in OWL in the Figure 2 is summarized as follows: ellipses
represent the concepts, dotted lines represent the inclusions between concepts, rounded edges
represent data properties, curved oriented edges represent object properties (labeled by
their names). The cardinalities represent the use of universal restrictions (*), universal
and existential restrictions (1..*) or universal and general cardinality restrictions (n..*,
*..m, n..m). The cardinalities of the target concepts are involved with their object
properties in the restrictions of the source concepts while the cardinalities of the source concepts
are involved with their inverse object properties in the restrictions of the target concepts.</p>
    </sec>
    <sec id="sec-4">
      <title>4. Competency questions</title>
      <p>We followed the methodology introduced in [Gru¨ninger and Fox 1995] in order to
gather some hints about entities that have to be captured by our ontology. In this paper,
the authors claimed that designers should define with some experts of the concerned
domain some competency questions that the ontology should support. Then, we collected
competency questions from experts involved in the research of jurisprudences
supporting real court decisions. After analyzing them, we identified 9 query patterns for which
a jurisprudence portal should be able to answer for any conjunctions of any subset of
these 9 patterns. The Table1 describes the different patterns. We illustrated each pattern
through the example of a jurisprudence research concerning the crime of a falsification of
a driver’s license by a foreign.</p>
      <p>PATTERN 1 Looking for judgments with certain keywords ementa
Give me all the judgments about foreign and driver’s license tese, dispositivo
PATTERN 2 Looking for judgments given law fields Mate´ria
Give me all the judgments in criminal cases –
PATTERN 3 Looking for judgments by kinds of appeal Recurso
Give me all the judgments in appellate procedure –
PATTERN 4 Looking for judgments about an specific subject Assunto
Give me all the judgments concerning a falsification –
PATTERN 5 Looking for judgments by specific crimes Fato
Give me all the judgments about an usage of a false document –
PATTERN 6 Looking for judgments by law articles Legislac¸a˜o
Give me all the judgments using the article 304 CP uri
PATTERN 7 Looking for judgments of specific courts ´Orga˜oJulgador
Give me all the judgments in the TRF of the 2nd region TF TSB TJ
PATTERN 8 Looking for judgments in specific time slots –
Give me all the judgments since the year 2015 data
PATTERN 9 Looking for judgments by judges (2nd instance) Desembargador
Give me all the judgments pronounced by Joa˜o Perreira Costa –
The query patterns obtained allow the identification of the entity types, their
attributes and relations between them (labeled in portuguese in the Table1). The entities
in a green cell were those identified by the competency questions already present in the
state jurisprudence ontology, whilst the entities in a yellow cell were those also identified
but not present in the ontology JurisTJPR. Entities in a red cell were those for which with
respect to the expert interviews we changed the nature.</p>
    </sec>
    <sec id="sec-5">
      <title>5. Ontology upgrade</title>
      <p>Depicted in Figure 3 and following the same color code, we substantially upgraded
JurisTJPR to integrate the federal entities inside an ontology called JurisJFES. The same
color code is kept from the previous section to highlight the entities involved inside
possible queries and the modifications performed. About this last point, we changed some
natures of JurisTJPR entities.</p>
      <sec id="sec-5-1">
        <title>We list here the crucial changes:</title>
        <p>Enumerations: the diamond Mate´ria represents an enumeration (constructor in
SROIQ) of the law areas (e.g. penal, civil, administrative, military, etc.)
Object Properties: the two object properties temRecorrido and temRecorrente
were created (instead of only temAtor) relaxing the “rigidity” of the object’s class.
Data Properties: the uris are introduced for a better designation of the pieces of law
(Legisla¸ca˜o) or the judgments (Aco´rda˜o) by LexML standard for example.
Subsumptions: a disjunction is used to express the superclass of Revisor,
Relator and Presidente; TRF, TSB, TJ are a kind of Orga˜oJulgador.
Restrictions: some existential and cardinality restrictions were modified.</p>
      </sec>
      <sec id="sec-5-2">
        <title>Note that the ontology JurisJFES is available in git://ontohub.org/jurisjfes.git.</title>
      </sec>
    </sec>
    <sec id="sec-6">
      <title>6. Perspectives</title>
      <p>In this paper, we were introducing a very specific issue concerning about the
semantic exposition of the Brazilian jurisprudences in the crossroad of two domains: the
computational ontologies and the justice. After, describing the particular domain, we
intended to tackle, we presented the results of our bibliographical investigations. Then, we
were able to design a federal jurisprudence ontology by confronting an existing state
jurisprudence ontology with a set of query patterns that we gathered from expert interviews.
This ontology should be able to support interoperability between the federal regional
tribunal in Brazil. Such practices would also open promising fallouts in terms of
applications and researches. For example, when a judicial case is exceedingly singular (few if
no Brazilian jurisprudence already available in the repositories), some professionals of
law may have to investigate among the foreign jurisprudences. Performing alignments
with other well established vocabularies such that Akoma Ntoso or EUR-lex would open
the way for a real worldwide exposition of jurisprudences. Finally, two challenges can be
considered: on the one hand, powering Brazilian jurisprudences repositories in the Linked
Open Data cloud by providing endpoints and alignements, while on the other hand setting
up an infrastructure performing some semantic similarities among the jurisprudences to
take advantage of the new ontological layer.
[STF ] Jurisprudeˆncia STF. www.stf.jus.br/portal/jurisprudencia.
[JU ] Jurisprudeˆncia unificada. www2.jf.jus.br/juris/unificada/.</p>
    </sec>
  </body>
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