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    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Towards a Better Understanding of Critiques about Ancient Texts using Argumentation</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Serena Villata</string-name>
          <email>serena.villata@inria.it</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Arnaud Zucker</string-name>
          <email>zucker@unice.fr</email>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>INRIA Sophia Antipolis</institution>
          ,
          <country country="FR">France</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Univ.</institution>
          <addr-line>Nice Sophia Antipolis</addr-line>
          ,
          <country country="FR">France</country>
        </aff>
      </contrib-group>
      <fpage>23</fpage>
      <lpage>28</lpage>
      <abstract>
        <p>Ancient texts are interpreted by critics in order to assign them a given semantics. However, the semantics to be associated to these texts is not unique and di erent critics may have di erent conicting opinions about their \correct" interpretation. In this paper, we propose to adopt argumentation theory, a technique to manage con icting information, together with Semantic Web languages and techniques to provide an overall view of such con icting critiques, detect what are the di erent competing viewpoints and what are the strongest arguments emerging from the debate. An ontology for argumentative documents is used to annotate ancient texts, and an example of such annotation is provided about the topic of the Eternity of the species in Aristotle.</p>
      </abstract>
    </article-meta>
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    <sec id="sec-1">
      <title>Introduction</title>
      <p>Ancient texts are subject to di erent interpretations depending on the historical
context of the text, the personal interpretation of the critic writing the critique,
and the literal sense that is associated to the sentences composing the text. In
general, apart from the ecdotic aspects (that is textual criticism), the primary
goal of a critique is to ascertain the text's primitive or original meaning in
its literal sense and its original historical context. In order to have a better
understanding of the ancient text and the associated critiques, the following
methodologies have been proposed in the literature:
Genre critique : the literary form of the text is analyzed with special attention
to genre requirements and tradition (e.g., prose vs verse, letters, epics, dialog,
scienti c text, etc.);
Source critique : the search for intertextuality, especially directed to the sources
which lie behind a canonical text or compilation literature, such as
encyclopedias;
Cultural critique : the study of the historical, social, and intellectual context
of the text, used to reconstruct the cultural issues at stake and the historical
meaning of the work;</p>
      <p>These forms of criticism can be adopted or combined to have a clearer
understanding of an ancient text, but one step that is missing is how to deal with
situations where di erent critics have viewpoints that are in contrast with each
other? This is the research question we address in this paper, with the aim to
detect which critiques could be considered compatible with others and to let
emerge competing viewpoints. More precisely, we propose to adopt
argumentation theory, a reasoning technique designed to infer non con icting conclusions
starting from a set of heterogeneous possibly con icting arguments. Our proposal
consists in merging argumentation theory as reasoning engine and Semantic Web
languages and techniques to represent such data and extract further interesting
information.</p>
      <p>The combination of these two techniques can actually help in having a better
comprehension of a set of critiques from di erent sources, supporting in such a
way an informed choice about the kind of interpretation we aim to back up or
to adopt (e.g., in a learning scenario, the fact of providing a clear overall view
of a set of di erent critiques about a speci c ancient text can support students
in constructing a better grasp of such a text).</p>
      <p>The reminder of the paper is as follows: the overall framework we are in
introducing is presented in Section 2, and then some conclusions are drawn
together with a comparison with the related work.
2</p>
    </sec>
    <sec id="sec-2">
      <title>The proposed framework</title>
      <p>
        An abstract argumentation framework [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ] aims at representing con icts among
elements called arguments through a binary attack relation. It allows to reason
about these con icts in order to detect, starting by a set of arguments and the
con icts among them, which are the so called accepted arguments. The accepted
arguments are those arguments which are considered as believable by an external
evaluator, who has a full knowledge of the argumentation framework. A
Dungstyle framework is based on a binary attack relation among arguments, whose
role is determined only by their relation to other arguments.
      </p>
      <p>
        Dung [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ] presents several acceptability semantics that produce zero, one,
or several sets of accepted arguments. The set of accepted arguments of an
argumentation framework consists of a set of arguments that does not contain
an argument attacking another argument in the set. Roughly, an argument is
accepted if all the arguments attacking it are rejected, and it is rejected if it has
at least an argument attacking it which is accepted. In Figure 1.a, an example
of abstract argumentation framework is shown. The arguments are visualized
as circles, and the attack relation is visualized as edges in the graph. Grey
arguments are the accepted ones. We have that argument a attacks argument b,
and argument b attacks argument c. Using Dung's acceptability semantics [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ], the
set of accepted arguments of this argumentation framework is fa; cg. The need of
introducing also a positive relation among the arguments, i.e., a support relation,
leads to the emergence of the so called bipolar argumentation frameworks [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ]. An
example of bipolar argumentation framework is visualized in Figure 1.b where
the dashed edge represents the support relation.
      </p>
      <p>
        Our idea consists in i) exploiting argumentation to provide an overall view of
the set of critiques about an ancient text, and ii) to provide a semantic machine
a
(a)
b
c
a
b
d
c
(b)
readable representation of such argumentative set of possibly con icting
critiques. In order to address the former step, we adopt bipolar abstract
argumentation theory such that two possible relations among the critiques are highlighted,
i.e., a positive support relation, and a negative con ict relation. Concerning the
second step, in order to not introduce yet another argumentation vocabulary,
we reuse the SIOC Argumentation module [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ], focused on the ne-grained
representation of discussions and argumentations in online communities.1 The SIOC
Argumentation model is grounded on DILIGENT [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ] and IBIS2 models. More
precisely, we adopt the extension proposed by Cabrio et al. [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ] of the SIOC
Argumentation vocabulary where two new properties sioc arg:challengesArg and
sioc arg:supportsArg whose range and domain are sioc arg:Argument. These
properties represent challenges and supports from arguments to arguments, as
required in abstract argumentation theory.3 This needs to be done since in SIOC
Argumentation challenges and supports are addressed from arguments towards
sioc arg:Statement only.
      </p>
      <p>The following example shows a real instance of ancient text, i.e., the eternity
of the species in Aristotle, how it is annotated using argumentation theory, and
what are the winning arguments we detect.</p>
      <p>Example 1. Consider the following ve arguments proposed by the critiques
about Aristotelian interpretation of the eternity of the species:
Argument 1 : The biological species are eternal.</p>
      <p>
        This argument relies on the following assumptions taken out of the Aristotelian
works:
{ The general Aristotelian conception is that the world is eternal and uncreated,
and so are the parts of the world, either in number or in another way.
{ A form, consisting logically in the prior cause of everything, can neither be
created nor destroyed.
{ The species although not being eternal in number are eternal in form.
{ Through generation each organism is reproduced one in form and replicates
the same form it has received.
{ The nal cause of animal is to obtain eternity through reproduction.
{ Any kind of generation presupposes the preexistence of a form that has to be
transmitted, and this form is transcendent to the individuals.
1 For an overview of the argumentation models in the Social Semantic Web, see [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ].
2 http://purl.org/ibis
3 The extended vocabulary can be downloaded
      </p>
      <p>Argumentation
at http://bit.ly/SIOC_
{ Even without being fathered (in spontaneous generation) creatures display the
form of a regular species.</p>
      <p>Argument 2 : The species are not eternal.</p>
      <p>This argument relies on the following assumptions:
{ The existence of the form characteristic of members of a kind is contingent on
members of that species.
{ The form is not xed since the individuals constantly di ers, because the form
(given by the male) has to struggle with the matter-principle, which is the
contribution of the female, and it often turns out that the movements of the
male are dominated and the form damaged and altered by the power of the
matter-principle.
{ Hybrids are fertile, and the o spring has necessarily a form ; yet they are
produced by individuals of di erent species.
{ The species is not a universal type, but a series of historical individuals which
are the same in form.</p>
      <p>Argument 3 : The species do not exist at all as entities or ousiai.</p>
      <p>This argument relies on the following assumptions:
{ Aristotle never gives a de nition of an animal, whereas de nition is an
ontological requirement for all substances (ousiai ).
{ He uses always the word eidos (form/species) relative to something else (and
not independently).
{ An animal eidos is not a substance (ousia) according to the de nition
provided by Aristotle in Posterior Analytics, where he states that it should have
predicates ranked in correct order (which is impossible in the case of animal,
the predicate being simultaneously coordinate and not strictly subordinate).
{ The animal ousia in the biological realm is the concrete individual animal.
Argument 4 : Aristotelian zoology tolerates evolutionary mechanisms.</p>
      <p>This argument relies on the following assumptions:
{ As Aristotle puts it, new kinds arise from fertile hybrids.
{ Continuance of species does not entail xity.
{ Individuals are generated in an approximation to a \form" of that species but
never reach the perfect form of a species.
{ There are dualizing organisms such as seals, bats, ostriches, . . . .</p>
      <p>{ The o spring o ers many di erences with its parent.</p>
      <p>Argument 5 : In the conceptual frame of Aristotelian biology, the species are xed.</p>
      <p>This argument relies on the following assumptions:
{ The species exists as such only if it has a hereditary form (genos).
{ The theory of form and formal cause entails that the species coincide with a
xed pattern.
{ The only reason (or formal cause) of generation is the replication of a form
granting living creatures existence.
{ If species were not xed there would be no possible science of living creatures,
since science requires permanency and only deals with rm realities.</p>
      <p>These arguments are annotated as follows using the extended SIOC-Argumentation
vocabulary, where due to space constraints we show only two assumptions for
each of the two main arguments of the example:
&lt;http://example.org/aristotle/arg1&gt; a sioc_arg:Argument ;
sioc:content "The species are eternal." ;
sioc_arg:challengesArg &lt;http://example.org/aristotle/arg2&gt; .
&lt;http://example.org/aristotle/arg2&gt; a sioc_arg:Argument ;
sioc:content "The species are not eternal." ;
sioc_arg:challengesArg &lt;http://example.org/aristotle/arg1&gt; .
&lt;http://example.org/aristotle/stat1arg1&gt; a sioc_arg:Statement ;
sioc_arg:argues_on &lt;http://example.org/aristotle/arg1&gt; ;
sioc:content "The general Aristotelian conception is that the
world is eternal and uncreated, and so are the parts of the
world, either in number or in another way." .
&lt;http://example.org/aristotle/stat1arg2&gt; a sioc_arg:Statement ;
sioc_arg:argues_on &lt;http://example.org/aristotle/arg2&gt; ;
sioc:content "The existence of the form characteristic of
members of a kind is contingent on members of that species." .</p>
      <p>More precisely, the arguments (i.e., the general claims that are raised) are
expressed as sioc arg:Argument, and the statements (i.e., the statements on which
the argument is built) are expressed as sioc arg:Statement. Statements are
linked to their related arguments by the property sioc arg:argues on. The
advantage of using RDF is that the stored information can then be queried using
SPARQL to retrieve further insightful information from the available data.
Finally, Figure 2 shows how the arguments are linked to each other by support
and con ict relations. Using acceptability semantics, we have that di erent set
of arguments can be accepted together, i.e., either fA1; A3; A5g or fA2; A3; A4g.</p>
      <p>The biological species are eternal.</p>
      <p>A1</p>
      <p>A3
The species do not exist at all
as entities or ousiai.</p>
      <p>The species are not eternal.</p>
      <p>A2</p>
      <p>A4
Tolerance of evolutionary mechanisms.</p>
      <p>The species are fixed.</p>
      <p>A5</p>
      <p>Note that an argumentation model where only \challenges" and \supports"
are used to represent the relations among the arguments is not su cient to
handle a ne-grained analysis of metaphysical controversies. An example is provided
in Figure 2 where argument A3 is not linked with any of the other arguments
because its relation with them cannot be casted in an attack/support relation.
For this reason, we plan to consider more complex argumentation structures,
namely argumentation schemes, to capture ner grained argument patterns in
controversies.</p>
    </sec>
    <sec id="sec-3">
      <title>Conclusions</title>
      <p>
        In this paper, we have proposed a framework to have a better understanding
of the critiques about an ancient text by combining argumentation theory and
Semantic Web languages and techniques. There are few works with purposes
similar to our one. Note that the problem here is that what we call an ancient
text is a set of several works (Posterior Analytics, On Generation of Animals,
Metaphysics . . . ). One of them has been proposed by Vasilopoulou-Spitha and
Bikakis [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ]. They propose to use argumentation as a tool for the natural
representation of claims about cultural artifacts and the arguments they are
associated with. This point is shared with our present work. On the other side,
they propose to extend ontology-based models like CIDOC-CRM to integrate
information about the sources of cultural information (e.g. bibliographic data)
enabling users to assess the validity of this information. So, the goal of the two
papers is di erent even if similar, and the adopted methodology di ers as well.
      </p>
      <p>
        There are several open issues to be addressed. First of all, we are
currently annotating a dataset of argumentative critiques using the extended
SIOCArgumentation ontology, so that we can use query languages like SPARQL to
retrieve further interesting information. Second, we will apply our approach to
learning scenarios, where the argumentation graphs of the critiques are used to
detect the winning opinions and analyse them, improving their comprehension
by students. This methodology could be applied also to internal controversies
displayed in ancient texts (such as the question debated by Aristotle in On
Respiration wether sh breath or not, with con icting arguments). Third, we need
to adopt natural language processing techniques to automatically extract such
arguments from texts and to detect the relations among them, starting from the
approach presented in [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ] and adapting it to such a kind of speci c texts.
      </p>
    </sec>
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