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<article xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Did Karadžic´ possess the mens rea for genocide in Srebrenica?</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Federico Cerutti</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Yvonne McDermott Rees</string-name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Cardiff University, School of Computer Science &amp; Informatics</institution>
          ,
          <addr-line>5 The Parade, CF24 3AA, Cardiff</addr-line>
          ,
          <country country="UK">UK</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Hillary Rodham Clinton School of Law, Richard Price Building, Swansea University</institution>
          ,
          <addr-line>Singleton Park, Swansea, SA2 8PP</addr-line>
          ,
          <country country="UK">UK</country>
        </aff>
        <aff id="aff2">
          <label>2</label>
          <institution>University of Brescia, Department of Information Engineering</institution>
          ,
          <addr-line>via Branze 38, 25123 Brescia</addr-line>
          ,
          <country country="IT">Italy</country>
        </aff>
      </contrib-group>
      <abstract>
        <p>We present the methodology and the results of an application of argumentation theory to determine whether Radovan Karadžic´, President of the Serb Republic, possessed the mens rea-the knowledge of wrongdoing that constitutes part of a crime-for genocide in Srebrenica, where, in July 1995, at least 5,115 Bosnian Muslims were killed by members of the Serb Republic Forces. To evaluate the strengths and weaknesses of Trial Chamber's findings in the publicly available judgement, we used argumentation-based techniques available in the CISpaces.org tool. The results of our analysis were submitted to the Mechanism for International Criminal Tribunals (MICT) as an amicus curiaebrief, i.e., a brief from a non-party in a lawsuit who argues or presents information relevant to the lawsuit.</p>
      </abstract>
      <kwd-group>
        <kwd>eol&gt;argumentation</kwd>
        <kwd>international criminal law</kwd>
        <kwd>Srebrenica</kwd>
        <kwd>genocide</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>
        reported in [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ], at least 5,115 men were killed by members of the Bosnian Serb Forces in July
1995 in Srebrenica (Section 3).
      </p>
      <p>
        The Trial Chamber’s finding that the accused possessed the mens rea—i.e. the intention
and knowledge of wrongdoing that constitutes part of a crime—for genocide in relation to the
Srebrenica joint criminal enterprise (JCE) was the subject of academic critique at the time of
the Trial judgement, e.g., [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ]. Jurisprudence in the International Criminal Court distinguishes
genocide from other crimes as it embodies a dolus specialis.4 A person cannot be treated as
complicit in genocide unless they were aware of the dolus specialis of the principal perpetrator,
hence having the mens rea.
      </p>
      <p>
        Using the argumentation-based techniques available in the CISpaces.org tool [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ], reviewed
in Section 3, we manually analysed a sub-set of the 2615 pages of [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ] to highlight the three
reasoning lines that are present in the judgement and that lead to the conclusion that Karadžic´
possessed the mens rea. Of those, two of them might merit further discussions, and the last one
relies on a single witness.
      </p>
      <p>
        Our main contribution is to show that the methodology we propose in Section 4 can be used to
show the weakness and strengths of a case—cf. Section 6. This can be of use for the plaintiff,
the defendant, but also judges and jurors as it helps clarifying which elements are beyond any
reasonable doubt, and which ones are not. This is currently a live issue in international criminal
law: one of the authors of this paper argues that “each piece of evidence should be evaluated on
its own merits, in light of the other evidence on the record, to determine whether a point has been
proven beyond reasonable doubt,” [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ] as also supported by several judgements. The opposite
is often argued, namely that the Trial Chambers should find their decision on the basis of the
the accumulation of all the evidence in the case, but without the need to link factual and legal
ifndings to the final decisions.
      </p>
      <p>The submission of our amicus curiae triggered reactions from the academic community
interested in international criminal justice, practitioners at the United Nations courts of law, and media.
We critically analyse our research and comment on its impact and related work in Section 7.</p>
    </sec>
    <sec id="sec-2">
      <title>2. Karadžic´ and Srebrenica</title>
      <p>
        What follows is a short historical summary of the events that lead to the Srebrenica killings as
reported in [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ]. It is clearly beyond the scope of this paper to assess the historical truth of those
events, hence we will refrain from any comparative study.
      </p>
      <p>The Socialist Republic of Bosnia and Herzegovina (SRBiH) was one of the six republics
that once constituted the Socialist Federal Republic of Yugoslavia (SFRY): unlike the other
republics, it possessed no single majority ethnic grouping. One of its political parties, the Serbian
Democratice Party or SDS—lead by Radovan Karadžic´, campaigns to establish separate Serbian
institutions. Following a plebiscite held on 9 and 10 November 1991, the Serb Republic was
proclaimed in 1992.</p>
      <p>Among other key personnel within the Serb Republic, Radovan Karadžic´ served as President
and Supreme Commander of the Bosnian Serb Army (VRS). Tomislav Kovacˇ was the Assistant
Minister of the Ministry of Intern (MUP), and the acting Ministry from September 1993 until
4Dolus specialis: the specific intent to cause a specific kind of harm.</p>
      <p>Tuzla
River Drina</p>
      <sec id="sec-2-1">
        <title>Milići</title>
      </sec>
      <sec id="sec-2-2">
        <title>SERBIA</title>
        <p>ITALY</p>
      </sec>
      <sec id="sec-2-3">
        <title>Kravica</title>
      </sec>
      <sec id="sec-2-4">
        <title>Srebrenica</title>
      </sec>
      <sec id="sec-2-5">
        <title>Bratunac Žepa</title>
        <p>CROATIA</p>
        <p>January 1994. Ratko Mladic´ served as Commander of Main Staff, the highest operative body of
the VRS. His assistant commander for Security Administration was Ljubiša Beara, with duties of
management of the main staff of the Military Police, as well as co-ordinating with the bodies of
the Ministry of the Interior. Momir Nikolic´ was Chief of the Security and Intelligence Organ,
which was responsible for issues of security in the corps composing the VRS, including the arrest
and detention of prisoners of war and other persons.</p>
        <p>When in 1992 the population of Republic of Bosnia and Herzegovina voted for independence
from the Socialist Federal Republic of Yugoslavia in a referendum, forces of the Serb Republic
attacked different parts of the Republic of Bosnia and Herzegovina, whose state administration
effectively ceased to function having lost control over the entire territory.The Assembly of the
Serb Republic adopted the strategic goal to eliminate the border with Serbia: Srebrenica—a town
with a majority of Bosnian Muslims—is close to that border (Figure 1).</p>
        <p>In late June 1995, Karadžic´ gave a combat assignment that lead to an offensive against
Srebrenica and ultimately to the killing of at least 5,115 Bosnian Muslim men.</p>
        <p>Figure 2 summarises the timeline of the most relevant events for our analysis starting from the
6th of July.
11th, Afternoon • Srebrenica has fallen</p>
        <p>Karadžic´ appoints Deronjic´ as Civilian Commissioner for</p>
        <p>Srebrenica
11th, Night • A column of Bosnian Muslim men started moving in a</p>
        <p>northwesterly direction towards Tuzla
12th, Morning • Shelling of the column began
12th, Afternoon • Large numbers of the members of the columns surrendered
13th, 1700h–1840h • Karadžic´ had an hour-long conversation on the phone during</p>
        <p>Pale which he was briefed by General Maladic´ that Srebrenica “[wa]s</p>
        <p>done.”
13th, Morning •
13th, 1630h–Night •
Kravica Warehouse</p>
        <p>13th, 2010h •</p>
        <p>Intercepted call
between Deronjic´ and</p>
        <p>Karadžic´ through an
intermediary</p>
        <sec id="sec-2-5-1">
          <title>Groups of detainees from the column marched towards the Kravica Warehouse</title>
        </sec>
        <sec id="sec-2-5-2">
          <title>One of the Bosnian Muslim detainees took away the rifle of a</title>
          <p>soldier and shot him dead: other soldiers started shooting at the
detainees in response. Others shot at the detainees with
machine guns and automatic rifles. Hand-grenades were thrown
in the warehouse through the windows.</p>
          <p>By nightfall, between 755 and 1,016 Bosnian Muslim men were
killed.</p>
          <p>: Deronjic´, the President is asking how many thousands?</p>
        </sec>
        <sec id="sec-2-5-3">
          <title>D: About two for the time being.</title>
        </sec>
      </sec>
    </sec>
    <sec id="sec-3">
      <title>3. Background</title>
      <p>
        For this analysis, we used the tools available from the CISpaces project [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ] and then further
developed in its CISpaces.org version, introduced in [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ], that rely on argumentation schemes and
computational models of argumentation.5
      </p>
      <p>Fundamental concept in computational models of argumentation is the one of inference rule,
where a statement (antecedent) becomes a (prima facie) reason to believe another statement
(consequent). For instance, “Mary, a witness, says that John committed the fraud” (antecedent)
can be seen as a prima facie reason to believe that “John committed the fraud” (consequent). Some
scholars distinguish between strict and defeasible rules in their approach to formal argumentation:
as we will not make use of strict rules in this work, we will not discuss this further.</p>
      <p>
        Rules provide the building blocks for the notion of argument, that—borrowing from the ASPIC
literature [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ]—is iterative in the chaining of rules. Statements that are tentatively assumed to
hold provide the base case for such an iteration, and thus they are defined as arguments having
the statement itself both as premise and as conclusion, where premises and conclusion are two
attributes of the notion of argument. The premises of arguments constructed using this base case
also take the name of ordinary premises in our approach. Iteratively, an argument requires the
existence of a rule whose antecedents are the conclusions of other arguments (sub-arguments),
and, as a consequent, a statement that becomes the conclusion of this new argument, while its
premises are the union of all the premises of its subarguments.
      </p>
      <p>A statement is the contrary of another one when they cannot be both true, albeit they can both
be false. Borrowing from the literature, a flexible way of using such a notion of contrariness is
by allowing for a statement to be the contrary of another one. By requiring the vice versa, the two
statements would become contradictory. We will make use of such a flexibility in the following
of our analysis.</p>
      <p>The notion of contrariness between statements leads to the concept of defeat between
arguments: an argument defeats another argument if the former rebuts or undermines the latter. When
the conclusion of an argument contradicts the conclusion of another argument, it is the case that
the first rebuts the second, as well as all the other arguments that have such a second argument as
sub-argument. If, instead, the conclusion of an argument contradicts one of the ordinary premises
of another one, then the former undermines the latter.</p>
      <p>Given a set of arguments and defeats between them, we need criteria to assess which arguments
collectively survive the defeats and thus can provide a reasonable viewpoint (or extension) of the
statements and the rules that we were considering. Such criteria usually consider conflict-freeness ,
i.e. the absence of defeats within the viewpoint; admissibility, i.e. if an argument in the viewpoint
is defeated by a second argument, the latter must in turn be defeated by a third argument also in
the viewpoint; and maximality, i.e. a viewpoint cannot be a strict subset of another viewpoint.
Multiple viewpoints can exist for the same set of arguments and the defeats between them: two
equally reliable witnesses, each providing one reason for contradictory conclusions, lead to the
situation that each of the two arguments per se is a reasonable viewpoint, hence there are two of
them. In this case, if an argument belongs to at least one viewpoint, it is said to be credulously
accepted. If, instead, an argument belongs to all the viewpoints, it is said to be sceptically
5An interested reader can try the CISpaces.org at https://tiresia.unibs.it/cispaces/.
accepted. In the following we will be making use of this notion of sceptically acceptance in
connection with the principle of proof beyond a reasonable doubt.</p>
      <p>
        CISpaces.org provides a convenient visual language and an effective Human-Machine Interface
for argumentation mapping. It builds on top of the Argument Interchange Format AIF [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ] that
specifies a graph structure composed of two types of nodes connected by links. The nodes can
be either information (in the following identified by squared boxes) or scheme nodes (in the
following identified by round boxes). Information nodes define the antecedents and consequents
that we will be making use in the generation of arguments. Scheme nodes can be either rule of
inference nodes or conflict nodes. An inference node provides the connection between antecedents
and a consequent: if one or more information nodes are linked to an inference node, and the latter
is in turn linked to another information node, we will interpret this sub-graph as an inference rule.
Conflict nodes, instead, express the contrariness relationship between two inference nodes: once
again, links here are directed too.
3.1. Argumentation Schemes
Argumentation schemes [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ] are abstract reasoning patterns commonly used in everyday
conversational argumentation, legal, scientific argumentation, etc. Schemes have been derived from
empirical studies of human arguments and debate. Each scheme has a set of critical questions that
represent standard ways of critically probing into an argument to find aspects of it that are open
to criticism. For instance, the following is the scheme for arguments from evidence to hypothesis
[
        <xref ref-type="bibr" rid="ref9">9</xref>
        ]:
Major Premise: If A (a hypothesis) is true, then B (a proposition reporting an event) will be
observed to be true.
      </p>
      <p>Minor Premise: B has been observed to be true in a given instance.</p>
      <p>Conclusion: Therefore, A is true.</p>
      <p>CQ1: Is it the case that if A is true, then B is true?
CQ2: Has B been observed to be true?
CQ3: Could there be some reason why B is true, other than its being true because of A being
true?</p>
      <p>
        The other argumentation schemes used in this analysis are: the abductive argumentation
scheme; the argumentation from cause to effect; the argumentation from (popular) opinion; and
the argumentation from witness testimony [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ].
3.2. Charting and Evaluation of Arguments
CISpaces.org [
        <xref ref-type="bibr" rid="ref4 ref6">6, 4</xref>
        ] enables a user to draw a directed graph (WDG = ⟨N, ↝⟩) based on the AIF
format [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ], thus with two distinct types of nodes: information nodes (or I-nodes) and scheme
nodes (or S-nodes). S-nodes can be either rule of inference application (RA-nodes), or conflict
application (CA-nodes), respectively represented as Pro and Con nodes. Pro links can be further
labelled with the argumentation scheme they instantiate. In a WDG, nodes are connected by
edges whose semantics are implicitly defined by their use [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ].
      </p>
      <p>
        Similarly to [
        <xref ref-type="bibr" rid="ref10 ref7">7, 10</xref>
        ], a WDG can be mapped into an ASPIC+ system [
        <xref ref-type="bibr" rid="ref11">11</xref>
        ]. Assume a logical
language L , and a set of strict or defeasible inference rules—resp. ϕ1, . . . , ϕn →− ϕ and
ϕ1, . . . , ϕn =⇒ ϕ. A strict rule inference always holds—i.e. if the antecedents ϕ1, . . . , ϕn hold,
the consequent ϕ holds as well—while a defeasible inference “usually” holds.
      </p>
      <p>An argumentation system is as tuple AS = ⟨L , R, , ν⟩ where:
• : L ↦→ 2L is a contrariness function s.t. if ϕ ∈ ψ and: ψ ∈/ ϕ, then ϕ is a contrary of ψ;
ψ ∈ ϕ, then ϕ is a contradictory of ψ (ϕ = –ψ);
• R = Rd ∪ Rs is a set of strict (Rs) and defeasible (Rd) inference rules such that Rd ∩ Rs =
0/;
• ν : Rd ↦→ L , is a partial function.6</p>
      <p>A knowledge base in an AS is a set Kn ∪ Kp = K ⊆ L ; {Kn, Kp} is a partition of K ; Kn
contains axioms that cannot be attacked; Kp contains ordinary premises that can be attacked. An
argumentation theory is a pair AT = ⟨AS, K ⟩.</p>
      <p>To map a WDG into an ASPIC+ system, let us assume that:
• P ⊆ N is the set of I-nodes, where each I-node in the graph is written pi;
• ℓtype, with type = {Pro, Con}, refers to a S-node;
• [p1, . . . , pn ↝ ℓPro ↝ pφ ] indicates an inference rule, where p1, . . . , pq are parent nodes of
the S-node ℓPro, and pφ is a child of ℓPro;
• conflict schemes can be either [p1 ↝ ℓCon ↦→ p2] or [p1, . . . , pn↝ ℓCon ↝ pφ ].
Given a WDG = ⟨N, ↝⟩, its corresponding ASPIC+ system AS = ⟨L , R, , ν⟩ is such that:
• ∀p ∈ P ⊆ N, p ∈ L ;
• R = Rs ∪ Rd with Rs = 0/ and ∀[p1, . . . , pn ↝ ℓPro ↝ pφ ], p1, . . . , pn ⇒ pφ ∈ Rd;
• ∀[p1 ↝ ℓCon ↝ p2], p1 ∈ p2;
• ∀[p1, . . . , pn ↝ ℓCon ↝ pφ ], is mapped as p1, . . . , pn ⇒ ph ∈ Rd and ph ∈ pφ ;
and the knowledge base Kn ∪ Kp = K ⊆ L is such that, given [p1, . . . , pn ↝ ℓPro ↝ pφ ],
∀pi ∈ {p1, . . . , pn}, if pi is not a conclusion of any inference rule ̸ ∃[ℓPro ↝ pi] ∈ WDG, pi ∈ Kp.
In addition, assume WDG′ = ⟨N′, ↝′⟩ a subset of WDG containing only a single cycle of inference
schemes, then ∀pi ∈ P′ ⊂ N′ , if [ℓPro ↝ pi], [pi ↝ ℓPro] ∈ WDG′, then pi ∈ Kp.</p>
      <p>
        Following [
        <xref ref-type="bibr" rid="ref11">11</xref>
        ], an argument a on the basis of a AT = ⟨AS, K ⟩, AS = ⟨L , R, , ν⟩ is:
1. ϕ if ϕ ∈ K with: Prem(a) = {ϕ}; Conc(a) = ϕ; Sub(a) = {ϕ}; Rules(a) = DefRules(a) =
0/; TopRule(a) = undefined.
      </p>
      <p>6Informally, ν(r) is a wff in L which says that the defeasible rule r is applicable. However, we will not make use
of this feature in the following.</p>
      <p>
        An argument can be attacked in its premises (undermining) or its conclusion (rebuttal). Since
we will not use the preference ordering between arguments, we will omit it from the definition.
Similarly for the notion of undercut on the inference rule (cf. [
        <xref ref-type="bibr" rid="ref11">11</xref>
        ]).
      </p>
      <p>Given a and b arguments, a defeats b iff a successfully rebuts or successfully undermines
b, where: a successfully rebuts b (on b′) iff Conc(a) ∈/ ϕ for some b′ ∈ Sub(b) of the form
b′1′, . . . , b′n′ =⇒ –ϕ;a successfully undermines b (on ϕ) iff Conc(a) ∈/ ϕ, and ϕ ∈ Prem(b) ∩ Kp.</p>
      <p>
        An argumentation framework (AF) [
        <xref ref-type="bibr" rid="ref12">12</xref>
        ] is a pair ∆ = ⟨A , →⟩ where A is a set of arguments7
and →⊆ A × A . We denote with a2 → a1 when ⟨a2, a1⟩ ∈→.
      </p>
      <p>An AF ⟨A , →⟩ is the abstract argumentation framework defined by AT = ⟨AS, K ⟩, AS =
⟨L , R, , ν⟩ if A is the smallest set of all finite arguments constructed from K (as above) ; and
→ is the defeat relation on A .</p>
      <p>Given an AF ∆ = ⟨A , →⟩: a set S ⊆ A is a conflict-free set of ∆ if ∄ a1, a2 ∈ S s.t. a1 → a2;
an argument a1 ∈ A is acceptable with respect to a set S ⊆ A of ∆ if ∀a2 ∈ A s.t. a2 → a1,
∃ a3 ∈ S s.t. a3 → a2; a set S ⊆ A is an admissible set of ∆ if S is a conflict-free set of ∆ and
every element of S is acceptable with respect to S.</p>
      <p>A set of argument S ⊆ A is a preferred extension iff it is a maximal (w.r.t. set inclusion)
admissible set.</p>
      <p>
        An argument is skeptically accepted w.r.t. preferred semantics iff it belongs to each preferred
extension. Checking this is a problem that lies at the second level of the polynomial hierarchy
[
        <xref ref-type="bibr" rid="ref14">14</xref>
        ], hence the need—in general—for efficient implementations [
        <xref ref-type="bibr" rid="ref15">15</xref>
        ].
      </p>
    </sec>
    <sec id="sec-4">
      <title>4. Methodology</title>
      <p>
        The goal of our amicus curiae brief [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ] was to identify the precise factual and inferential bases
for the Trial Chamber’s findings of Karadži c´’s genocidal intent in the Trial Chamber judgement,
and to elucidate the forms of reasoning that led to these conclusions. We limited our analysis to
the reasoning process that can be fathomed from the Trial Chamber’s judgment. As such, we did
not analyse issues such as the reliability of witnesses or evidence: they are the purview of the
Trial Chamber alone, also because the entire set of evidence used by the Trial Chamber is not
publicly available.
      </p>
      <p>
        In the present case, Karadžic´’s mens rea is an element of the offence of genocide in Srebrenica,
as genocide requires each member of the joint criminal enterprise to be knowledgeable of the dolus
specialis of the principal perpetrator. The material facts upon which proof of mens rea hinged
were the Trial Chamber judgement’s findings on: (1) Karadži c´’s knowledge of the expansion of
the plan to remove Bosnian Muslims from Srebrenica to include the killing of men and boys,
hence Karadžic´ sharing the intent to destroy the Bosnian Muslims in Srebrenica; and (2) his
active involvement in the killings. Due to space limitations, let us consider only the former.
7In this paper we consider only finite sets of arguments: see [
        <xref ref-type="bibr" rid="ref13">13</xref>
        ] for a discussion on infinite sets of arguments.
      </p>
      <p>
        Following [
        <xref ref-type="bibr" rid="ref16">16</xref>
        ], we manually and unanimously identified the arguments—and their general
argumentation schemes when possible—that the Trial Chamber put forward in [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ] related to the
given hypothesis, together with (1) those instances of schemes for which not all critical questions
have been satisfactorily addressed; (2) and particular facts that seem missing but necessary to
expose the entire line of reasoning, labelling them with Unstated. In those cases, we did not
include an analysis of critical questions for the inferences based on such unstated pieces of
information, as it would be a detour from the purpose of this work.
      </p>
      <p>It is worth noticing that the text proved resistant to attempts of automatic analysis. This is
also evident in the graphical charting of our analysis (Figure 3), where we consider pieces of
information spanning more than 210 pages (Para 5312 fn. 18025 [2, p. 2203] to Para 5808 [2, p.
2413]), in addition to historical information scattered around the entire document. For instance,
the information that Srebrenica has fallen on 11 July 1995 has been presented in Para 5033 [2, p.
2079], 331 pages before being used in an argument to support the hypothesis.</p>
    </sec>
    <sec id="sec-5">
      <title>5. Results</title>
      <p>
        Figure 3 depicts our understanding of the reasoning lines that the Trial Chamber describes in
its judgement [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ] in support of the hypothesis that Karadžic´ was knowledgeable of the intent of
killing Bosnian Muslims men. This is also the conclusion of the skeptically accepted arguments
w.r.t. preferred semantics (cf. Section 3), quite unsurprisingly given the scarce number of conflicts:
this is expected since the judgement does not record each exchange of arguments between the
defence and the prosecution.
      </p>
      <p>There are three main lines of reasoning in favour of this conclusion. The first one is based upon
Nikolic´’s testimony that he overheard Deronjic´ saying that the accused had instructed Deronjic´
that all detainees should be transferred to Zvornik, cf. Figure 2, 14th July 1995, just after midnight.
This testimony gives reasons to the chamber to refute the alternative explanation—highlighted by
the defence and reported in the judgement—that Karadžic´ was referring to a place different from
Zvornik in the intercepted conversation with Deronjic´, cf. Figure 2, 13th July 1995, 2010h. In this
line of reasoning, the chamber decided also to link additional pieces of information (Inference
3.cX of Figure 3), as supporting the conclusion that Karadžic´ ordered that detainees should be
transferred to Zvornik, such as a complaint to Beara by Deronjic´ about the presence of detainees
in Bratunac. However, for those facts, it seems to us that the chamber did not consider some
relevant critical question, e.g. Is there any other reasonable explanation for why Deronjic´ had
previously complained to Beara about the detainees’ presence in Bratunac, other than it being
true because Karadžic´ conveyed to Deronjic´ the direction that the detainees should be transferred
to Zvornik? Despite those additional pieces of information (Inference 3.cX of Figure 3), this
line of reasoning does not rely on unstated findings or pieces of information for which critical
questions have not explicitly been answered. Let us remind that we methodologically chose not
to assess the reliability of Nikolic´ testimony as we did not have access to the entire historical
records.</p>
      <p>A second line of reasoning justifying the hypothesis is based on Simic´’s testimony that Deronjic´
told him that he had informed Karadžic´ about the events at the Kravica Warehouse the day after
the incident, in conjunction with the unstated assumption that if the accused knew that Bosnian
Unstated
Generally, if the Accused knew
that Bosnian Muslims had been
recently killed by Bosnian Serb
forces [in Kravica Warehouse]
then he might have known that
it may occur that Bosnian Serb
forces would kill other Bosnian
Muslim in the future</p>
      <p>Cause
to Effect
Mladić informing Karadžić, on 13 July,
that Srebrenica “[wa]s done” when
Srebrenica had fallen on 11 July, hence
Karadžić should have known by 13 July
implies that Karadžić was knowledgeable
of the intent to kill Bosnian Muslims</p>
      <p>Abductive</p>
      <p>Inference
Karadžić was knowledgeable
of the intent to kill Bosnian
Muslims</p>
      <p>Reasoning Line 3
On 13 July Mladić informed
Karadžić that Srebrenica “[wa]s
done” (Para 5768).</p>
      <p>Srebrenica had fallen on 11
July, hence Karadžić should
have known by 13 July
(Para 5770, fn 19596)</p>
      <p>Evidence
to
hyphothesis</p>
      <p>Reasoning</p>
      <p>Line 1
Inference 3.a
Kovač gathered additional
important information that
he ultimately relayed back to
the Accused when he returned
to Pale on 14 July. (Para 5806)
The Chamber finds it
incredible that Kovač would
not have discussed these
matters with the Accused
(Para 5782)
Inference 3.b</p>
      <p>Opinion</p>
      <p>Opinion</p>
      <p>Opinion
The only reasonable inference
is that Bajagić reported the
events in Srebrenica he had
witnessed [...] to the Accused
during their meeting on 15</p>
      <p>July. (Para 5783)
Bajagić had substantive
knowledge of the events in</p>
      <p>Srebrenica (Para 5783)
The extremely late hour
of their meeting (Para 5783)</p>
      <p>Abductive</p>
      <p>Inference
The Accused had invited
Bajagić to Pale (Para 5783)</p>
      <p>Evidence
to
hyphothesis
During the second meeting
[with the Srebrenica
representatives, ed.],
Deronjić reported on the
situation in Srebrenica
(Para 5808)</p>
      <p>CON
Meeting Bajagić in Pale at an
extremely late hour, given that
Bajagić had substantive
knowledge of the events in
Srebrenica implies that
Bajagić reported the events he
had witnessed
Unstated</p>
      <p>Beara and Deronjić later
argued about whether the
detainees would be killed in
Bratunac or would be
transferred to Zvornik
for that purpose (Para 5773)</p>
      <p>Deronjić [...] [said] that the
Accused had instructed him
that all detainees should
be transferred to Zvornik
(Para 5773)
Witness
Testimony</p>
      <p>Nikolić testimony
(Para 5312, fn 18025)</p>
      <p>
        Witness
Testimony
Muslims had been recently killed by Bosnian Serb forces (in Kravica Warehouse), then he might
have been known that it may occur that Bosnian Serb forces would kill other Bosnian Muslims
in the future. Similarly as above, we have some doubts that all relevant critical questions find
an answer in the judgement [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ], w.r.t. Inferences 3.a, 3.b, 3.d, 3.e of Figure 3. For instance,
what evidence supported the finding that Kovacˇ relayed back additional important information
to Karadžic´ when he returned to Pale on 14 July? (Inference 3.a, Figure 3); or what evidence
supported the finding that Kovacˇ discussed these matters with Karadžic´? (Inference 3.b, Figure
3).
      </p>
      <p>A third line of reasoning is based on an abductive inference with the unstated premise that
Mladic´ informed Karadžic´, on 13 July, that Srebrenica “[wa]s done.” The Trial Chamber appears
to have concluded that, given that Srebrenica had fallen on 11 July, Karadžic´ would have known
this by 13 July. From that unstated inference, it drew a further inference that the conversation
implied that Karadžic´ knew of the intent to kill the Bosnian Muslims of Srebrenica.</p>
    </sec>
    <sec id="sec-6">
      <title>6. Discussion</title>
      <p>
        On 21 February 2018, we sent to the United Nations Mechanism for International Criminal
Tribunals (MICT) a request for leave to make submissions as amicus curiae pursuant to Rule 83
of the MICT Rules of Procedure and Evidence [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ].
      </p>
      <p>Given the overall results (cf. Section 5), we believed that our analysis was particularly useful
for the prosecutor in the case, as it highlights a few ways to strengthen the case. Much to our
surprise, on 5 March 2018 the prosecution replied to our request asking the Appeals Chamber
to deny the motion because amicus curiae submissions are generally limited to questions of law,
and not to questions of facts. On 9 March we then replied that whilst our amicus curiae brief
focuses on the question of Karadžic´’s mens rea for genocide in Srebrenica, it goes to the heart
of an important legal question on the interpretation of the standard of proof, i.e., whether each
piece of evidence should be evaluated on its own merit or whether it is acceptable for the Trial
Chambers to find their decision on the basis of the accumulation of all the evidence in the case
but without the need to link factual and legal findings to the final decision.</p>
      <p>With an even greater surprise, on 12 March, the Defence Counsel asked the Appeals Chamber
to accept the proposed submissions and give the parties the opportunity to make their own
observations on those submissions, adding that “[t]he Proposed Submissions bring judicial
fact-finding into the 21st century.”</p>
      <p>This is clearly not the first attempt to bring “judicial fact-finding into the 21st century.” In [ 17],
Verheij introduces the notion of automated argument assistance which is in spirit very close to our
work here, as it explicitly aims at drafting and testing of court pleadings. Walton [18] provides
an extensive account of argumentation in legal systems, and argues for a new method for legal
argumentation which, among other, includes the use of “argument diagramming to map out the
network of inference in a given case” [18, p. 323]. For completeness of discussion, authoritative
colleagues criticise the use of argument diagramming, notably van Gelder in [19]. In reflecting
on his experience, he notices that argument diagramming might not serve well the purpose of
deliberation, possibly because deliberation is a dialectical activity rich in nuances. However, he
did not consider deliberation activities where the incentives for a proper epistemic investigation
are significant, such as writing a judgement for an international criminal case.</p>
      <p>
        The work by Walton on legal argumentation [18] and in general on argumentation schemes—
summarised in [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ]—motivated researchers in deriving computational models, thus building on
the tradition initiated by Verheij [17]. Bex et.al. [20] expanded on the idea of using
argumentation schemes for providing a formal account of reasoning, and subsequently in [21] they also
considered the advantages of merging it with storytelling. The latter also takes into consideration
the different positions of the plaintiff and the defendant, which is also the case of [22]—where
a formal dialogue system is used as a formalisation tool—and [23], where ASPIC+ is used for
formalising legal case-based reasoning. Differently from the previous approaches, we considered
explicitly the role of argumentative semantics using skeptical preferred as as proxy for the beyond
any reasonable doubt standard of proof. This is clearly questionable, but it looks a reasonable
approximation as it is a rather conservative choice, although it might be a little difficult to explain
to non-experts. Further analysis using other semantics are already envisaged, as well as a deeper
comparison with the ANGELIC methodology [24], in particular after the recent paper [25]
showing a correspondence with ASPIC+.
      </p>
      <p>We also feel that there is very little we can add to van Gelder observations in [26], where he
analyses some legal arguments. His comments strongly resonate with us, as we also experienced
“little use of verbal indicators of logical structure, and often use obscure or vague indicators,”
[26] incomplete arguments, with also text scattered across the document, and possibly serving
multiple purposes.8 Although far from providing an off-the-shelf support tool, in retrospective
our analysis would have significantly benefit from (1) entity-relations extractors, e.g. [ 27] and (2)
topic modelling system, e.g. [28], which together might transform a static PDF document into a
database that can be queried. As it is evident in the graphical charting of our analysis (Figure 3),
we considered pieces of information scattered across more than 210 pages (Para 5312 fn. 18025
[2, p. 2203] to Para 5808 [2, p. 2413]), in addition to historical information written in different
part of the document: for instance, the information that Srebrenica has fallen on 11 July 1995 has
been presented in Para 5033 [2, p. 2079], 331 pages before being used in an argument.</p>
      <p>Differently from previous approaches, we considered a case under discussion at ICTY offering
the results of our analysis as an amicus curiae brief to the Appeal Chambers. It unfortunately
denied admissibility of our application on 28 March 2018, observing that “the issues regarding
whether Karadžic´ the mens rea for genocide in relation to the Srebrenica JCE were extensively
litigated before the Trial Chamber and have been fully briefed by Karadžic´ and the Prosecution
on appeal.” The Appeals Chamber also seems to criticise the fact that “the Amicus Curiae
Observations seek to guide the Appeals Chamber’s analysis of the Trial Judgement without
consideration of or access to the entire record that is relevant to the Trial Chamber’s conclusions.”
This however would raise the question: what is the purpose of having a 2615 page judgement, if
the judgment does not actually fully reflect the grounds for the conclusion? Finally, confirmation
that our analysis was trustworthy comes from the Appeal Chamber Judgement [29] that in its
section D.2 provides a summary of the Trial’s Chamber Judgement regarding whether Karadžic´
was knowledgeable of the intent to kill Bosnian Muslims which is almost entirely present in our
8A reviewer of an earlier version of this paper commented that some of the instance of argument from opinion
in Figure 3 seem more of instance of argument from ignorance. This is something that only a judge mindful of the
purpose of their prose could clarify when writing the document.
resulting argumentation network depicted in Figure 3.</p>
    </sec>
    <sec id="sec-7">
      <title>7. Conclusion</title>
      <p>
        In this paper, we present the methodology and the results of an application of argumentation
theory to determine whether Karadžic´ possessed mens rea for genocide in Srebrenica based on
[
        <xref ref-type="bibr" rid="ref2">2</xref>
        ]. As discussed in Section 5, we summarise the results of our analysis testing whether Karadžic´
was knowledgeable of the intent—of General Mladic´ and others—to kill Bosnian Muslims. This
hypothesis is supported within the Trial Chamber’s judgement [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ] by three lines of reasoning,
two of which might merit further discussion, and the last one relying on a single witness.
      </p>
      <p>
        Although at first sight this paper seems to be similar to other attempts to analyse legal reasoning
with formal argumentation, e.g. [22, 23], it differs from them substantially as we did not try to
capture the debate component, hence distinguishing between Prosecutor and Defence claims.
Instead, our analysis is closer to works analysing arguments in a single document, like, for
instance, [
        <xref ref-type="bibr" rid="ref16">16</xref>
        ] that analyses the role of argumentation in written financial communications.
      </p>
      <p>Although the Appeals Chamber denied the admissibility of our application, the interest that
applying formal argumentation theories triggered in the international criminal law community
suggests that there is scope for future work in this area. We cannot claim that the methodology
used in this analysis is beyond critique, but we can claim that it can help creating a better
judgement that fully reflects the grounds for the overall conclusion.</p>
      <p>This is the long-term aspiration of the ongoing research underpinning this paper, and we
are fully aware that this will require to provide answers and innovative proposals both from a
technical perspective as well as from the legal one. From a technical perspective, for instance, we
still lack appropriate methodologies for adequately transforming statements of natural language
into formal logic—a problem most students of logic encounter without being presented with
satisfactory solutions, cf. among others [30]—thus inevitably exposing the subjectivity of each
formalisation. In addition, following [31], we will also work in the direction of assessing the
quality and the strengths of different argumentation reasoning lines, by taking into consideration
quantitative measurements of uncertainty and trust, thus enriching the community proposals
looking at probabilistic elements in legal reasoning, e.g. [32, 33, 34].</p>
    </sec>
    <sec id="sec-8">
      <title>Acknowledgments</title>
      <p>This research formed part of a project entitled Developing a Tool to Support Judicial Reasoning
in International Criminal Trials, funded in part by Cherish-DE, the United Kingdom’s Digital
Economy Crucible (http://cherish-de.uk).</p>
      <p>This research was partially sponsored by the Italian Ministry of Research through a Rita
Levi-Montalcini Personal Fellowship (D.M. n. 285, 29/03/2019) and by the U.S. Army Research
Laboratory and the U.K. Ministry of Defence under Agreement Number W911NF-16-3-0001.
The views and conclusions contained in this document are those of the authors and should
not be interpreted as representing the official policies, either expressed or implied, of the U.S.
Army Research Laboratory, the U.S. Government, the U.K. Ministry of Defence or the U.K.
Government. The U.S. and U.K. Governments are authorized to reproduce and distribute reprints
for Government purposes notwithstanding any copyright notation hereon.
[17] B. Verheij, Bart, Automated argument assistance for lawyers, in: ICAIL ’99, New York,</p>
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[18] D. N. Walton, Legal argumentation and evidence, Pennsylvania State University Press,
2002.
[19] T. van Gelder, Cultivating Deliberation for Democracy, Journal of Public Deliberation 8
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[20] F. Bex, H. Prakken, C. Reed, D. Walton, Towards a Formal Account of Reasoning about
Evidence: Argumentation Schemes and Generalisations, Artificial Intelligence and Law 11
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