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  <front>
    <journal-meta>
      <journal-title-group>
        <journal-title>ACM International Conference on Information and
Knowledge Management, November</journal-title>
      </journal-title-group>
    </journal-meta>
    <article-meta>
      <title-group>
        <article-title>An Intelligent Mediation Platform for Smart Contracts in Blockchain</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Irene Kafeza</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Online faculty, University of Liverpool</institution>
        </aff>
      </contrib-group>
      <pub-date>
        <year>2021</year>
      </pub-date>
      <volume>0</volume>
      <fpage>1</fpage>
      <lpage>05</lpage>
      <abstract>
        <p>Smart contracts are blockchain contracts which are self-enforced and self-executed. The concept of self-execution highly relates to an alternative system of justice rather the traditional court system. Thus, the smart contracts swift the concept of justice established by the state to an alternative form of justice which can be termed user self-controlled justice. Formal definitions as well as working conditions of the latter concept should be developed if an innovative and decentralized environment operating on this type of justice is to be deployed. Additionally, a key factor of the legal framework and regulatory environment is the trust from interested parties. Thus, if conflicts arise during smart contract formulation or execution, then the several parameters influencing mediation process should be objectively addressed. Underlying this work is the argument that dispute resolution services in general and mediation in particular should operate not only under well-established regulatory rules but also under rules pertaining to the behaviour of the parties involved since automation can contribute to self-determination based on values and norms of said parties. We propose a system architecture for smart contracts where the mediation process incorporates functional aspects such as previous related cases, visualization options, and legal context, but also behavioral ones such as emotional entity similarity and digital trust.</p>
      </abstract>
      <kwd-group>
        <kwd>eol&gt;Smart contracts</kwd>
        <kwd>contract conflict resolution</kwd>
        <kwd>motivation theory</kwd>
        <kwd>digital trust</kwd>
        <kwd>expected gain</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>of trust becomes harder to address. Consequently, the
online mediation process becomes more challenging.</p>
      <p>
        Technology advances have changed the way legal ser- When parties involved in smart contracts require a
vices are delivered. The changes do not include only the dispute be resolved, the Mediator must ensure that the
way courts have been organised but also the introduction legal interests of all parties and the related parameters
of innovative dispute resolution mechanisms. Alterna- will be considered in the outcome. As mentioned in [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ]
tive dispute resolution provides businesses with a fast clients consider neutrality, speed, confidentiality, process
and economical way to resolve a dispute and this is espe- flexibility, reasonable cost, a wide spectrum in the choice
cially efective for international cases. Although there is of mediators, and clarity in rules and procedures to be the
an increased worldwide demand for alternative dispute main factors for their choice for mediation. To identify
resolution solutions, the existing framework is not as ef- and establish the framework that efectively solves the
fective as it would be expected since it does not manage disputes the following principles should be considered:
to persuade for trustworthy solutions. Therefore, there is
a drawback in the provision of digital dispute resolution • Confidentiality, neutrality, and impartiality
services, which is the principal motivation for this work. should be integral parts of said mechanism.
Specifically, this paper will deal with a mediation pro- • The self determination of the parties should be
cedure and the parameters that make this process quite ensured throughout the contract execution.
eficient in the smart contracts ecosystem. • Values upon self-determination include dignity,
      </p>
      <p>In the currently prevalent neoclassical economic the- respect, equality, and privacy.
ory trust in third parties is irrational. Therefore, it may • The self-determination principle overturns the
well be assumed that in a smart contract environment traditional principles of mediation.
there can be no trust in general as almost by definition • Parties feeling that they have determined the
outtransactions take place automatically between unrelated come and not a third party.
parties. Moreover, considering that such transactions can
naturally involve entities of diferent business cultures
and practices in various geographic location, the issue</p>
      <p>
        Using artificial intelligence (AI) to incorporate the
above principles into an automated platform is
challenging. In this paper we will describe how these human
related aspects can be partially addressed using an
automated mediation platform. This paper is structured as
follows. Section 2 presents the recent scientific literature
in smart contracts and proof mechanisms. In section 3
we describe the process of mediation as an alternative
dispute resolution mechanism. Thus, we provide a basic
understand of the particular requirement of such a
process. In section 4 we propose a system architecture that
will enable automated mediation. At the end in section 5
we conclude this work and discuss future directions. It
should be highlighted that throughout the text the terms
parties or parties involved refer to the entities
participating to the formulation or execution of a smart contract.
2. Previous Work
interactions. The trust in blockchain stacks from a legal
perspective is discussed among others in [
        <xref ref-type="bibr" rid="ref27">34</xref>
        ], especially
in the emerging field of transactional law [
        <xref ref-type="bibr" rid="ref28">35</xref>
        ].
Psychological aspects reinforcing trust for online dispute resolution
in blockchains are examined in [
        <xref ref-type="bibr" rid="ref29">36</xref>
        ], e-governance [
        <xref ref-type="bibr" rid="ref30">37</xref>
        ],
and for cryptocurrency purchases in [
        <xref ref-type="bibr" rid="ref31">38</xref>
        ].
      </p>
    </sec>
    <sec id="sec-2">
      <title>3. Alternative Dispute</title>
    </sec>
    <sec id="sec-3">
      <title>Resolution-Meditation</title>
      <sec id="sec-3-1">
        <title>Central to this work is the concept of alternative dispute</title>
        <p>resolution (ADR) explained in definition 1. ADR lays the
groundwork for legally acceptable conflict management
in general and digital dispute resolution in particular
including special smart contract clauses.</p>
        <p>
          Smart contracts are increasingly becoming an integral
part of digital world [
          <xref ref-type="bibr" rid="ref2">2</xref>
          ][
          <xref ref-type="bibr" rid="ref3">3</xref>
          ] and constitute a prime
example of disruptive technology [
          <xref ref-type="bibr" rid="ref4">4</xref>
          ][
          <xref ref-type="bibr" rid="ref5">5</xref>
          ]. In [
          <xref ref-type="bibr" rid="ref6">6</xref>
          ] the authors
analyze legal issues associated with the application of
existing contract law provisions to so-called smart
contracts, while in [
          <xref ref-type="bibr" rid="ref7">7</xref>
          ] the authors examine smart contracts Definition 1 (Alternative dispute resolution).
from the perspective of digital platforms. They conclude Alternative dispute resolution involves and refers to a
that at least in some cases smart contracts can create variety of processes which are used as alternatives of the
legally binding rights and obligations to their parties traditional court resolution system.
[
          <xref ref-type="bibr" rid="ref8">8</xref>
          ][
          <xref ref-type="bibr" rid="ref9">9</xref>
          ]. To this end various dispute resolutions
mechanisms are proposed [
          <xref ref-type="bibr" rid="ref10">10</xref>
          ], whereas design principles for ADR can take several alternative forms which are
disthem are given in [
          <xref ref-type="bibr" rid="ref11">11</xref>
          ]. Ethical considerations for legal tinct from each other in terms of flexibility, the role of
blockchains are investigated in [
          <xref ref-type="bibr" rid="ref12">12</xref>
          ], enforceability as- any third parties, and whether the outcome is binding.
pects in [
          <xref ref-type="bibr" rid="ref13">13</xref>
          ], the efect on contract formulation [
          <xref ref-type="bibr" rid="ref14">14</xref>
          ], and The ADR scale typically includes the following options:
the mentality of dispute resolution in [
          <xref ref-type="bibr" rid="ref15">15</xref>
          ].
        </p>
        <p>
          The proof mechanisms of various blockchain stacks • Negotiation.
are the focus of [
          <xref ref-type="bibr" rid="ref16">16</xref>
          ]. Smart contracts operate in conjunc- • Facilitation.
tion with blockchain stack technology [
          <xref ref-type="bibr" rid="ref17">17</xref>
          ] to create an • Arbitration.
eficient and efective framework [
          <xref ref-type="bibr" rid="ref18">18</xref>
          ]. The distinction • Mediation.
between imperative and declarative smart contracts is
exploited in [
          <xref ref-type="bibr" rid="ref19">19</xref>
          ]. Already smart contracts have been In practice ADR can be realized a number of ways. In
applied to digital certificates [
          <xref ref-type="bibr" rid="ref20">20</xref>
          ], remote patient exam- the context of electronic transactions, e-commerce, and
ination and monitoring in digital healthcare [21], sup- smart contracts ADR takes the form of online dispute
ply chain and logistics administration [22], and various resolution (ODR) of definition 2.
cryptocurrencies such as Ether [23], while academic
research places heavy emphasis on other fields as well [ 24]. Definition 2 (Online dispute resolution). ADR
conducted online is referred to as online dispute resolution and
Blockchain security considerations are investigated in
includes a range of methods from simple message exchange
[25] as well as in [26], whereas a penetration test
frameto sophisticated software applications.
work is described in [27]. An overview of blockchain
applications is given in [
          <xref ref-type="bibr" rid="ref21">28</xref>
          ]. In [
          <xref ref-type="bibr" rid="ref22">29</xref>
          ], the authors describe All forms of ADR including mediation frequently
ina platform where agents subscribing in a given common volve a set of standardized steps shown in figure 1.
Iniplatform are creating and executing contracts. The evolu- tially, a party files a formal complaint to a third external
tion of blockchain technology that enables transparency provider, namely the mediator. Then the mediator
enin contract execution eliminating third parties, has pro- sures the parties involved have been notified about the
vided a new dimension to the problem of automated con- complaint and sets a date for the actual dispute
resotracting. In [
          <xref ref-type="bibr" rid="ref23">30</xref>
          ] the authors propose a system architec- lution process. At the specified date the parties meet
ture and have implemented an architecture for deploying physically or virtually and with the mediator acting as
smart contracts in blockchain. the facilitator they attempt to find a solution. During
        </p>
        <p>
          The problem of trust on online environments have the discussion the mediator first explains to the parties
been discussed in Web trust [
          <xref ref-type="bibr" rid="ref24">31</xref>
          ] as well as in the con- the procedure, their role, and the role of each party. It
text of blockchain stacks [
          <xref ref-type="bibr" rid="ref25">32</xref>
          ]. In recent work [
          <xref ref-type="bibr" rid="ref26">33</xref>
          ] the is paramount the clarification that the mediation is only
authors propose the combination of blockchain technol- a discussion facilitator and not a judge. The mediator
ogy and multiagent systems for building trust in agent also explains the standards of confidentiality, neutrality,
and independence to be adhered to as well as the general supported the facilitative mediation and focused on the
principles such as fairness and equality governing the parties’ self-determination.
procedure. Furthermore, the mediator enumerates the The US legislation raised concerns over to which
exparticular characteristics of the mediation process and tent the current operational framework of mediation is
the efect and enforceability of their agreement in case efective. These concerns stem from the fact that the
one is reached. Once these topic have been clarified, the current framework fails to address the ethical challenges
process begins. The discussion between the parties is of mediation process and they result from an approach
based on their consent to communicate with each other focused on a strict set of rules. There is a discussion in
litand the enforcement of the result is also based on their erature that the well-established principles of neutrality
consent to enforce it. In fact, the enforceability is one and confidentiality which have long served as the core
of the main diferences of the mediation from the arbi- quality requirements eventually resulted in an outcome
tration as in the latter case an arbitration award has by dominated by the more powerful party. Moreover, it has
itself a binding efect. been argued that only a party driven mediation process
        </p>
        <p>The mediation process introduces the idea of a facili- based on self-determination can lead viable solutions and
tator party, namely an entity that will assist in finding a reinforce the confidence of the parties in both their
commutually accepted solution. This is a step further than petence and the interaction quality. Furthermore, it has
traditional negotiation since the parties negotiate on their been argued that the concept of self-determination can
own. Involved parties expect the facilitator to help the be achieved only if the parties actively and directly
parnegotiation process and even propose a solution. More- ticipate in the process and choose and control the norms
over, it is of paramount importance the facilitator to be to guide their decision making therefore feel that that the
trusted by these parties. As a rule, the harder the conflict agreement they reached was their own and not forced
severity, then less obvious the solution is. In mediation to accept or not accept a settlement which reflect a third
the third party has no authority to impose a settlement. party’s norms, experience or will.</p>
        <p>As mentioned, the mediation process is straight for- The concept of self-determination is connected with
ward and simple. A third party chosen by the parties’ the concept of autonomy which is defined as a second
function as facilitator when they meet to discuss and order capacity of person to reflect critically upon their
attempt to solve their dispute. The mediation process ifrst order preferences (say one is envious -first order
is based on the consensus and its enforcement is based preference- and does not want to be envious-second
oron the party’s acceptability of the outcome. Thus, the der preference) and the capacity to change these in light
central person in the mediation process is the mediator. of higher order preferences and values. Moreover, the
He is facilitator whose main responsibility is to create the concept of self-determination is related to fundamental
environment where the parties can discuss about their values as participation, dignity, respect, privacy, equity
issues and try to find a workable solution for all of them. and access. These values maybe fundamental for the
The mediator needs to have some qualities in order to settlement process since settlement may be based on
imsuccessfully perform the assigned role. portant non-legal principles or interests which may be</p>
        <p>The EU Directive on Mediation recognized the impor- more important to the parties than the legal
consideratance of the role of mediators and in order to ensure tions. These values of dignity, respect etc are the ones
the quality of mediation encourages the development of which highlight the importance of party involvement
voluntary codes of conduct by mediators and the develop- in the negotiation and decision-making components of
ment of other quality control mechanisms. The European mediation to the outcome fairness.
Code of Conduct for Mediators also set some voluntary
rules which serve as guidelines for efective mediation
services. In US the Model Standards for Mediation also</p>
      </sec>
    </sec>
    <sec id="sec-4">
      <title>4. The Proposed Platform</title>
      <sec id="sec-4-1">
        <title>4.1. Smart contracts</title>
        <p>Smart contracts are contracts written in code which run
when the programmed conditions are met. Thus, the
happening of the pre-specified events will trigger their
execution. They are automated and unchangeable. They
can be either drafted contracts or standard form contracts
and in both cases they are easily and quickly adopted. The
transparency of the system together with the automation
benefits the parties since there is little space for diferent
interpretations.</p>
        <p>Since their design is diferent from traditional contracts
several novel issues arise one of which is how the dispute
will be resolved. Smart contracts as the traditional
contracts may include a jurisdictional clause as well as define
the method by which the dispute will be resolved. Thus,
we could possibly follow an approach where we don’t
differentiate smart contracts from traditional contracts and
apply the same alternative dispute procedure. One other
approach might be to develop a new system to govern
the enforcement of these contracts. In this work, the first
approach will be considered where a specially designated
smart contract clause determines an alternative dispute
resolution system, specifically mediation.
parties in a simple and plain way is required.</p>
        <p>In addition to the system design, the system should also
address other legal issues such as a plan on how the data
will be accessed and protected. Moreover, there should
be mechanisms for system failure thus it is important the
drafting of the relevant clause with specific attention to
liability clauses. In cases the system for whatever reason
needs to be terminated there will be an alternative system
that can facilitate the discussion. Moreover at the end of
the session and after an agreement has or has not been
reached the system will evaluate itself and improve. The
evaluation of the system will include whether the desired
result has been achieved and ask and evaluate the parties
experiences.</p>
      </sec>
      <sec id="sec-4-2">
        <title>4.3. System architecture</title>
        <p>4.3.1. Overview</p>
        <sec id="sec-4-2-1">
          <title>The design of a mediation platform should be based on human behavioural characteristics. The proposed platform encompasses the following modules that reflect the aforementioned characteristics.</title>
          <p>4.3.2. Blockchain e-contract creation module</p>
        </sec>
        <sec id="sec-4-2-2">
          <title>The mediation process will be based on an online e</title>
          <p>
            contract creation and execution system. In this system
4.2. Mediation platform characteristics the legal contract is transformed to contract written in
We believe that the already mentioned principles of me- code and it is automatically executed. This module is
simdiation process should be incorporated on the Mediation ilar to the one presented in detail in [
            <xref ref-type="bibr" rid="ref22">29</xref>
            ]. This module
platform. The self determination and the related moral is enhanced with an alert system so that the parties or
values should be the core concept in the mediation pro- the system can initiate an alert that will trigger the
workcess. An online Mediator can be a software tool monitor- flow mediation process execution. All related evidence
ing the execution of e-contacts that can interfere when to the execution of a smart contract are available to the
an alert is generated. An alert can be generated either mediation process.
automatically by the e-contracting system where the
mediation process will be initiated by the system or the alert 4.3.3. Workflow module
can be triggered by one of the parties. In addition, a hu- It is the main part of the architecture as it is
responsiman supervisor maybe be introduced to intervene when ble for the visualization and execution of the mediation
needed and ensure the system remains compliant with process. One of the main purposes of the workflow is to
the designing principles. In such a case automated smart present in a clear way the steps of the process and gain
contracts are directly linked with the dispute resolution trust that all the steps of the process will be followed
mechanism. since this is an automated system of execution. Figure
          </p>
          <p>One of the main drivers for the parties to participate in 2 presents a generic outline of a workflow execution
an automated mediation platform is to meet their expec- process.
tation for reducing their costs, reduce error possibilities,
save time and achieve a direct and fast access to
justice. Moreover, achieving a system design that can be 4.3.4. Behavioural matching module
conceived as transparent and fair, considering equally This module will collect the profile of the parties. Each
for the parties an increased trust in the service can be party when registering to the mediation platform they
acachieved. The introduction of the Mediator Platform that cept that when alerts occur the mediation process will be
provides clear and accurate information about the scope, triggered and a similar clause is added to their e contract.
the benefits, the consent and withdrawal options as well Moreover, they provide some details regarding their
proas the limitations of the adoption of the system to the file. If accepted they also provide their accounts in social
media like Twitter. The behavioural and afective
matching module, selects are related information and extracts
the emotional profile and the behavioural profile of the
users. For example, how extrovert the users are, their
homophily, their degree of influence in the network, etc.</p>
          <p>When two parties are in conflict their similarity in
computed. The latter can be done with a number of metrics
such as the cosine similarity.
4.3.5. Data mining module</p>
        </sec>
        <sec id="sec-4-2-3">
          <title>The data mining module searches for related cases. There are several algorithms that can be applied to retrieve a cluster of similar cases. In [39] k-NN is used to create clusters of similar legal cases.</title>
          <p>4.3.6. Mediator negotiation module
The mediator software is responsible for proposing a fair
deal to both parties. Initially the mediator reveals
successful solutions to similar cases based on the data mining
module. If the parties agree to select one of these cases
then the problem is solved and the accepted report is
generated. If not then each agent of each party is entering
the negotiation platform. Following for example an
alternating ofers protocol, the ofers of both sites are sent to
the mediator software that will return with a proposal
that optimizes the diferences of the two parties. The
mediator module extends the traditional agent
negotiation by introducing an entity that is aware of all related
information. This entity also has the trust of both parties.
Each party is represented by an agent that has a utility
function that wants to maximize. An example
negotiation system can be formed on BDI agents. Agents can be
formed following the belief-desire-intention model. Each
agent based on its beliefs it selects an appropriate action.
Agents execute actions based on a set of rules. The
mediator is a special agent responsible for the collaboration
of the agents while parties are the agents that negotiate.</p>
        </sec>
      </sec>
    </sec>
    <sec id="sec-5">
      <title>5. Conclusion</title>
      <p>In this paper we discussed the behavioural aspects that
need to be considered in order to establish efective
dispute resolution principles in cases of conflicts related to
smart contracts. The principal findings are the following:
the existing principles of neutrality and impartiality has
proven not to be efective and trustworthy. In contrast
the principle of self determination and the related moral
values of the parties should be the centre of the
mediation process. The self-determination makes the parties to
trust the procedure as well feel that this is their outcome
and not somebody else. Therefore, we propose online
mediation systems with AI design that considers these
parameters as the central role of the mediation.
Additionally, other instruments can be supportive of this efort
such as creating dispute resolution ethical/behavioural
guidelines to clarify what the parties expect from the
dispute resolution mechanism, Instruments of cooperation
among smart contract parties: parties less cooperate if
they think that their ethical and behavioural aspects will
be ignored. In contrast, if they believe that all aspects will
be considered the degree of cooperation will be improved
as well as guidelines help guide mediators in making an
overall assessment of the parties’ discussions, these
guidelines can be embedded in the software and also presented
in the parties at the beginning of the process. In the
future we plan to elaborate more in each of the module and
select algorithms that lead to self-determination.</p>
    </sec>
  </body>
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