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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Tutoring with Stylus-enabled Tablets</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Bernd Westphal</string-name>
          <email>westphal@informatik.uni-freiburg.de</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Department of Computer Science Albert-Ludwigs-Universita ̈ t Freiburg Freiburg</institution>
          ,
          <country country="DE">Germany</country>
        </aff>
      </contrib-group>
      <pub-date>
        <year>2020</year>
      </pub-date>
      <fpage>44</fpage>
      <lpage>48</lpage>
      <abstract>
        <p>-Since the advent of tablet computers with styluses, there is research on how to integrate such devices into teaching. Previous work focuses on the students' perspective, (visionary) usage in the classroom, or efficient exam marking. In this article, we consider the perspective of tutors (or student teaching assistants) that are supposed to give feedback on students' homework. We investigate the usability of a particular tablet configuration used by five different tutors in two years, and the (often neglected) aspect of overall maintenance effort.</p>
      </abstract>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>I. INTRODUCTION</title>
      <p>Our introductory course on software engineering employs,
like many other similar courses, exercises for homework and
a discussion thereof in so-called tutorial sessions. A part of
this activity is to mark the students’ submissions and to give
in-place feedback on the submissions that enables students to
improve their skills in problem solving and scientific writing.</p>
      <p>Students’ submissions on exercises in our software
engineering course include a good amount of diagrams and
mathematical notation. We have the feeling that good feedback
on such submissions needs the expressive freedom of
handwriting, which is perfectly available with a classical,
paperbased submissions scheme (students submit paper and get the
paper back with annotations). For many years now, students
can (and are asked to) submit electronic documents using
the e-learning platform offered at our university. The digital
workflow was broken when it came to the correction work by
tutors (or: student teaching assistants). By the means available
at our department, we could only offer to use ordinary PCs
with keyboard and mouse for the annotations (which was
reported to not be perfectly appropriate for diagrams and
mathematics), or print out the submissions (which was reported to
be annoying due to the necessary handling of the papers).</p>
      <p>In this article, we argue for the opinion that the recent
generation of high-resolution tablets with styluses gives a good
opportunity to get the best of both approaches. We report
preliminary results on the following research questions to gain
a better understanding of the costs, feasibility, and usability of
stylus-enabled tablets in homework marking:</p>
      <sec id="sec-1-1">
        <title>RQ 1: In how far do today’s hardware and readily available</title>
        <p>software support stylus-based homework marking?</p>
      </sec>
      <sec id="sec-1-2">
        <title>RQ 2: What is the maintenance effort for stylus-based</title>
        <p>homework marking (pre-semester and in semester)?</p>
      </sec>
      <sec id="sec-1-3">
        <title>RQ 3: How do tutors use available hard- and software?</title>
      </sec>
      <sec id="sec-1-4">
        <title>How do they rate overall usability?</title>
      </sec>
      <sec id="sec-1-5">
        <title>RQ 4: How do tutors use the stylus in homework marking?</title>
        <p>The research method that we use is an expert questionnaire
including questions for percentage estimates, multiple choice
fields, and open questions. We consider the tutors who
answered our questionnaire to be experts in the following sense:
All of our tutors are familiar with the usability of a broad range
of software and devices (from PCs to touch-enabled, mobile
devices). The majority of our tutors held similar positions
beforehand and are thus familiar with different workflows, and
they are, as senior computer science students, familiar with the
students’ perspective, i.e., with the form of useful feedback.</p>
        <p>The article is structured as follows. Section II discusses
related work. In Section III, we characterise the role of a tutor
in our correction process. Section IV describes the hard- and
software setup that our tutors used and gives rationales for our
choices. Section V discusses the responses we received on our
expert questionnaire and Section VI concludes.</p>
      </sec>
    </sec>
    <sec id="sec-2">
      <title>II. RELATED WORK</title>
      <p>In summary, most related works address research questions
similar to (RQ 1) yet mostly in the case of exam marking
(which is different from homework feedback). Some works
address the student’s perspective, yet the administration effort
for providing each tutor with a stylus-enabled tablet (our
(RQ 2)), and usability and usage from the tutors’ perspective
(our (RQ 3) and (RQ 4)) have received less attention.</p>
      <p>
        Popyack et al. [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ] proposed to prepare PDF forms to be
filled in by students to support a fully digital workflow, and
experimented with one stylus-enabled laptop and one
styluspad without display. Berque et al. [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ], [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ] point out the need
for free-form writing in computer science due to the graphical
and mathematical nature of many exercises. Their focus is
teaching in the classroom and they report on a classroom
setup where teacher and students use a fixed, stylus-enabled
computer screen on their desks. Anderson et al. [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ], [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ] report
experience on using stylus-enabled tablets in the classroom. In
their system, students can write down solutions using digital
ink on their tablets. Solutions can be evaluated by the teacher
as part of in-classroom teaching, e.g., to give immediate
feedback. They already point out that digital ink could even
provide broader means of expression for both, students and
teachers, by freely using colour (not every student may bother
to carry different colours in his or her pen and pencil case).
Bloomfield et al. [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ], [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ] investigate the particular use-case of
a digital marking process for exams on paper. Their approach
employs a sophisticated design of exam sheets to connect the
scanned exams to students, and a web-based software system
that lets graders add annotations to the scanned exams. They
point out that the system may also be applied to homework
correction and state that the web-based, online approach may
be better suited to “marking parties” [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ] where all users of
the system are located in one room. Our approach supports
offline work by keeping all submissions in a revision control
system. In 2016, a whole workshop was dedicated to
stylusenabled tablets in teaching [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ]. The research more related to
our work focuses on the overall student perspective [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ], or
the particular aspect of retention [
        <xref ref-type="bibr" rid="ref11">11</xref>
        ]. Hammond et al. [
        <xref ref-type="bibr" rid="ref12">12</xref>
        ]
briefly mention the, in our opinion highly relevant, aspect of
administration effort.
      </p>
      <p>
        Closer related to our work are [
        <xref ref-type="bibr" rid="ref13">13</xref>
        ], [
        <xref ref-type="bibr" rid="ref14">14</xref>
        ], the most closely
related one may be [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ]. Chang [
        <xref ref-type="bibr" rid="ref13">13</xref>
        ] presents a generic
ehomework for a fully digital workflow, as it is, we believe,
today in operation at many universities. Singh [
        <xref ref-type="bibr" rid="ref14">14</xref>
        ] reports
on experience with an e-assessment system. Their focus is
the students’ perception. Both works seem not to consider
stylus-based devices for the marking process. Schneider [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ]
reports experience from two years of teaching where two
different teaching assistants used a stylus-enabled tablet and
a commercial annotation software to grade homework. The
positive feedback they collected informally from their teaching
assistants is similar to our findings, their second subject
reported the drawback of the need to keep the device connected
to a wireless network (which, they say, can easily be
overcome). The focus of their study is the students’ perception of
handwritten, digital feedback. While the majority of students
found the feedback of comparative quality or more
meaningful, a minority of 6 % and 25 % of the students, respectively,
found the digital feedback less meaningful. An explanation of
this outcome may be that the teaching assistant in the second
year seems to be partially discontent with the new procedure.
They do not investigate the teaching assistants’ perspective
further and do not report on administrative effort, which may
be neglectable with a single device.
      </p>
      <p>III. BACKGROUND: TUTORING ROLES AND PROCESSES
In the case of our course, the tutor role participates in
the following activities wrt. homework assessment: Download
the PDF submissions (possibly handwritten and scanned by
the students) from the ILIAS e-learning platform, add the
submissions to a revision control system (accessible by (staff)
teaching assistant and tutor), assess the submissions, provide
feedback and preliminary markings, discuss the markings with
the teaching assistant, and finalise the marking and upload a
PDF to ILIAS (or hand out a marked printout to the students).</p>
      <p>This workflow has been used for many years for our course
(and is, we believe, used at many other universities), yet
we had to leave the means to be used for annotations and
markings to the discretion of the tutors. Some tutors preferred
the classical approach of working on a printout, some used
PCs with keyboard and mouse, and a few had private tablets
with stylus that they deliberately used on their job.</p>
      <p>
        The course we report on here is an undergraduate
introduction to software engineering [
        <xref ref-type="bibr" rid="ref15">15</xref>
        ]. The exercises in our course
include modelling tasks with visual formalisms and a good
amount of mathematical notation as our course emphasises the
formal (syntax and semantics) view on software description
languages. Software engineering is, in our opinion (also cf.
[
        <xref ref-type="bibr" rid="ref16">16</xref>
        ]), to a good amount about (written) communication. In
our experience, good feedback on students’ submissions needs
the freedom of handwriting: Marking parts of a diagram,
correcting a diagram, suggesting mathematical expressions.
      </p>
      <p>With this regard, we found the existing process
unsatisfactory: Using paper is tedious, preparing the annotations that we
need with keyboard and mouse is cumbersome, and only hiring
tutors with a private tablet was not an option. To obtain a more
satisfactory, completely digital process, we started to provide
each tutor with a tablet with stylus for the whole semester, so
to combine the advantages of paper-based correction with the
benefits of a digital workflow.</p>
    </sec>
    <sec id="sec-3">
      <title>IV. HARDWARE AND SOFTWARE CONFIGURATION</title>
      <p>
        Regarding hardware, we are limited to the market offerings.
For the software setup, previous work seems to have a slight
preference for newly built, dedicated tools [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ]–[
        <xref ref-type="bibr" rid="ref7">7</xref>
        ], [
        <xref ref-type="bibr" rid="ref17">17</xref>
        ] or, in
particular for in-classroom applications, commercial products
[
        <xref ref-type="bibr" rid="ref2">2</xref>
        ], [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ]. For (RQ 1) and (RQ 2), we want to investigate in
how far readily available, actively maintained, and at best free
software is sufficient to reach our goals.
      </p>
      <p>When we needed to choose devices, there were three
broad options: Tablets designed for the Android operating
system, iPads coupled with iOS, and PC-like hardware in
tablet form. Android devices with stylus are available from
different vendors, predominantly with 10′′ screen and with
a weight of 500-600g (without keyboard). iOS devices are
available with 10′′ screen (and a weight of about 500g without
keyboard) or with a 13′′ screen (and a weight of about 700g
without keyboard). We early on decided against Android or
iOS devices for privacy reasons: To be useful, these systems
almost need a registration with the respective OS provider
and our time resources didn’t allow to investigate further how
exactly our student employees would be tracked and whether
the tracking is allowed by labour laws. Another aspect that
needs to be cared for are the privacy interests of the students,
whose individual-related data is necessarily processed by us.</p>
      <p>The market offering on PC-like tablets started at slightly
higher prices at the time of our market research (around
1,000 e), and easily reached regions from 1,500 e to over
2,000 e which was outside our budget. The devices that we
report on here, have been acquired in two phases. In 2016, we
acquired one tablet (a 2016 model) that we refer as ‘Device L’
in the following, and in 2019, three ‘Device M’ tablets (a
2017 model) from a different brand. Both devices have a 12′′
high-resolution, touch-enabled screen, support a stylus and
wireless networking, and come with a detachable keyboard.
We have chosen similar, rather low-end configurations wrt.
memory, CPU, and Solid State Disk (cf. Table I). In addition,
we acquired one set consisting of a wireless keyboard and</p>
      <p>TABLE I</p>
      <p>DEVICE SPECIFICATIONS.</p>
      <p>L
mouse to experiment with their usability (around e 30), one
set of adapters (HDMI and VGA (for projectors), and LAN)
to be borrowed as needed, and one sleeve bag (made of thick
felt) for each device (ca. e 35).</p>
      <p>
        Both devices support different operating systems. The data
we report on here refers to two setups: One data point from
2018 is from a tutor who used some Windows 10 edition,
and four data points from 2019 are from tutors who used a
Linux-based setup. In the following, we describe the
Linuxbased setup. As base system, we use Xubuntu, i.e. the Ubuntu
distribution with the XFCE desktop environment, in an LTS
(long term support) release. Our hope is that the installation
media and configuration files can be re-used over many years.
Device L is fully supported by the standard distribution,
Device M uses some non-standard hardware that needs dedicated
kernels and drivers (that are freely available). We will continue
to offer the tablets with this setup for the following reasons.
One of our concerns is administration effort (which is often
neglected when acquiring new technology (with [
        <xref ref-type="bibr" rid="ref12">12</xref>
        ] as an
exception)). The commercial operating system turned out to
need a significantly larger time to be re-installed for new
users. In addition, it is, to the best of our knowledge, an open
question whether this operating system is at all admissible in
German public service due to privacy issues.
      </p>
      <p>For the re-installation, we follow a 2-page, step-by-step
instruction sheet that we did prepare with the initial installation.1
The initial installation and the preparation of the instruction
sheet took about two to three working days net (plus about one
day in total to choose and order the devices). We mostly use
the setup proposed by the standard installer (with encrypted
disk), add some pre-downloaded software from a prepared
memory card, copy over a few prepared configuration files, and
change a few aspects of the setup, e.g., for the high-resolution
screens. For our course, we need the following software:
Xournal (the PDF annotation tool); Make; Subversion (file
versioning); Vim (text editor); Xpdf, Zathura (PDF viewers);
Xscreensaver; Florence (onscreen keyboard); Arandr (screen
setup); Acpi (battery information); TeXlive (LaTeX); a Java
Runtime Environment; and Gimp (raster graphics editor).
Students are allowed to install further software if needed. We
copy over a configuration file for Xournal, and for the window
toolkits to, e.g., let scrollbars appear wider and hence easier
to hit with the pen. A complete re-installation of the tablets
then takes about 15 minutes (some of the time unattended).</p>
      <p>1All media (for one bootable USB flash drive and one microSD memory
card) and the instruction sheet could be made publicly available on popular
demand, since our setup does not rely on any non-free software.
V. HOW DID THE TUTORS USE THE STYLUS-TABLETS?</p>
      <p>AND DID THEY LIKE THEM?</p>
      <p>We have selected the devices so that our tutors can
experiment with different setups for their workplace: The keyboards
are detachable, the screen can be rotated to support landscape
and portrait views, and one tutor was provided with external,
wireless keyboard and mouse.</p>
      <p>After finishing the summer semester of 2019 (and after the
jobs had been completed), we conducted a survey among the
four student teaching assistants that used the tablets with the
Linux setup and one who used Device L with the Windows
setup in the season of 2018. The data points interestingly do
not differ much for the setups: With the setup of 2018, only the
stylus has been reported to be lagging in a slightly annoying
way for almost all annotation software and, not being well
familiar with this system, we had some difficulties to get all
configuration settings to our needs.</p>
      <p>The survey questionnaire asks for feedback on four areas:
The way the device as such is used and how the workplace
is set up, the workflow for the marking and which kinds of
annotations are used, satisfaction with the device and setup,
and free text questions on the overall experience. In the
following, we report the collected data from these areas.</p>
      <sec id="sec-3-1">
        <title>A. Device Usage in the Workplace</title>
        <p>The majority of tutors used the tablet on a large desk (so
there would be space for an external keyboard and mouse),
some also squeezed it onto a smaller desk or use the device
in another setup (‘lounge style’), cf. Figure 1(a). In the
questionnaire we asked for the percentage of the net correction
time, i.e., excluding the time when the submissions were
downor uploaded, or when taking notes in tutoring meetings. The
percentages are estimates and recalled from memory, we are
not aware of measurements being taken.</p>
        <p>The preferred orientation was landscape, where some tutors
used a mixture of landscape and portrait, hence to suit all
tutors’ needs, devices should support screen rotation (cf.
Figure 1(b)). The free text responses indicate that the preferred
orientation may depend on the workplace setup: Some tutors
kept the correction instructions on the tablet screen and some
tutors reported to have used a separate screen.</p>
        <p>There seems not to be a strong correlation between the
screen orientation and keeping the keyboard attached or not:
The tutor who gave the top-most response in Figure 1(b)
kept the keyboard attached 90 % of the time, and the second
response in Figure 1(b) reported only 30 %. Of the three tutors
who preferred landscape, two kept the keyboard attached 0 %
or the time and one of them 90 % of the time. We would have
expected the attached keyboard to come in one’s way in the
landscape setup; again, a stylus-enabled laptop would not suit
all tutors’ ergonomic needs.</p>
        <p>There was no clear preference on whether to put the tablet
flat on the table or to use the built-in kick-stand, which allows
different angles between a steep, laptop screen-like setup and a
flat-angled, desk-like setup (cf. Figure 1(c)). Almost all tutors,
though, had a personal strong preference. Free text feedback
70 % 30 %
40 % 60 %
100 %
100 %
100 %
(b) portrait, landscape
100 %
90 %
20 %
100 %
50 %
(c)
indicates that the flat-angled setup was much appreciated, a
setup that is not easily supported with stylus-enabled laptops.</p>
      </sec>
      <sec id="sec-3-2">
        <title>B. Marking Strategy and Kinds of Annotations</title>
        <p>For each exercise sheet, each tutor received between 10
and 15 submissions (about 12 in average over the semester).
Each exercise sheet includes multiple tasks with subtasks. The
majority of our tutors prefers the strategy to mark by task (cf.
Figure 2(a)), i.e., first consider one task in all submissions,
then the next task, etc. One tutor went team-by-team, i.e., first
consider all tasks of one submission, then the next submission,
etc., and one tutor employed a mixture depending on the task
(whether the task is more technical or more open).</p>
        <p>Regarding screen orientation, the tutors who preferred
taskby-task used 100 % portrait, and 70 %, and 60 % landscape,
respectively, the tutor who preferred team-by-team used 100 %
landscape, as well as the tutor with a mixed strategy. We would
have expected a stronger correlation between task-by-task and
landscape (because a smaller area of the submission needs to
be visible), and team-by-team and portrait (because it could
be useful to have a larger area of the submission in sight).</p>
        <p>The questionnaire offered seven choices for the kinds of
annotations that tutors used at least once: (i) short, handwritten
‘okay’/‘not okay’ annotations (like check marks), (ii)
highlighting (underlines, circles, etc.), (iii) lines, arrows, circles,
etc. to refer to different parts of the considered document, (iv)
short, handwritten comments, (v) long, handwritten comments,
(vi) typed comments, and (vii) others. Figure 2(a)) gives
the total numbers of responses for the seven options. Each
tutor used at least three of these, the median is at four (two
responses), the maximum at six (one response). Hence, each
of our tutors used the stylus, some of the tutors seem to have
almost always used the stylus due to low number of responses
for case (vi), the typed comments. Responses to questions on
mouse, touchpad, and touchscreen usage indicate that these
input devices have almost never been used for annotations.</p>
        <p>The previous data only indicates that the tutors have used
non-textual annotations. Recall, that one of our hypothesis
for the whole project was that software engineering exercises
are often graphical or mathematical in nature, and hence
tutors need a way to include graphics and mathematical
symbols in their annotations. To investigate this hypothesis,
the questionnaire asked for the percentage of annotations in
graphical or mathematical form. Figure 2(b) shows a clear
need for graphical and mathematical annotations for the kind
of tasks in our exercise sheets.</p>
      </sec>
      <sec id="sec-3-3">
        <title>C. Device Specifications and Setup</title>
        <p>An important aspect when using styluses is the feeling of
the handwriting. We asked for two characteristics: Whether
the cursor lagged behind the tip of the stylus and whether
the device faithfully captures the strokes. Four out of five
responses considered the lag good, one response was ‘okay, but
not disturbing’. The strokes were considered good by three and
‘okay’ by two responses, the latter for two different devices.</p>
        <p>A free text question on the provided setup and software
suggested a very broad range of computer system aspects to
consider (like speed, display resolution and brightness, etc.)
The tutors seem to very satisfied with the setup, since the
remarks were all related to the form of the styluses (shape,
ergonomics of the button), and the stylus holder on Device L.
Regarding the screen size, our respondents have the feeling
that 12′′ displays have a good size (they would not want to
trade smaller size and lesser weight for a smaller screen), if
at all, they would recommend a 14′′ device, but not larger.</p>
        <p>The felt cover was considered to be a good addition to the
overall setup, and the responses indicate that the covers are
considered to provide a good protection for transport.</p>
        <p>The questionnaire also asked for an opinion on whether
the tutors would prefer to obtain their tablet in a pre-installed
fashion (including all necessary software and useful
configurations), or whether they would prefer to install an own
working environment. In contrast to common prejudices (that
computer scientists are reluctant against devices set up by
other people), all tutors prefer the pre-installation approach.
Free text comments name ‘economy of thought’, ‘laziness’,
and state that they prefer to dedicate their working hours to
tutoring. Some responses raised the strong point that a similar
setup for all tutors allows everybody to share experience and
help each other (which we did observe during the semester,
in particular via a dedicated forum on the ILIAS platform).</p>
        <p>What did our tutors dislike about the tablets? We have space
to quote all answers: ‘depends on battery’ (two times; both
times not causing inconveniences), ‘nothing’ (three times).</p>
        <p>What did our tutors like about using tablets? The
feeling of handwriting was named twice (once in comparison
to personal experience with stylus pads (without display)).
Three respondents liked the aspect that the submissions were
available at any time and place together with the tablet (in
contrast to a paper-based marking). Two respondents were able
to compare their experience to a digital workflow where the
annotations are prepared on an ordinary PC with keyboard and
mouse, and found the tablet with stylus much more convenient.
A final aspect, that was mentioned three times, is that the
annotations can be easily corrected ‘without the submission
looking horrible afterwards’ (which would also be possible in
a digital workflow without styluses).</p>
        <p>If our tutors were to take a student teaching assistant’s job
again, would they prefer to have a tablet with stylus again?
Five (of five) times ‘yes’, two times with the wish to try
another device, not out of dissatisfaction but out of curiosity.</p>
      </sec>
    </sec>
    <sec id="sec-4">
      <title>VI. CONCLUSION AND FUTURE WORK</title>
      <p>On (RQ 1), our experience indicates that today’s stylus and
tablet technology is ready to support a fully digital workflow
for homework assessment in our course. There do exist device
setups that can be maintained with a, for us, acceptable
effort (cf. (RQ 2)). On (RQ 4), the data reported here shows
that our tutors need means to add graphical or mathematical
annotations and that a variety of kinds of annotations is used
(cf. Figure 2). Hence providing a stylus does enable expressive
annotations. Regarding (RQ 3), the responses indicate that our
tutors are overall contented with the device characteristics.
Responses on the handling of devices indicate that our tutors use
different workplace setups that would not all be equivalently
well supported by a laptop with stylus. Using tablets provides
the additional value, that these devices can support a broader
variety of workplace setups and thereby increase overall (if
only subjective) usability for (student) workers.</p>
      <p>
        Previous research [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ] indicates the risk that the quality
of tutors’ feedback may degrade when using stylus-enabled
devices, in particular in cases where the tutors are not fully
content with the device setup. We do not have any indications
that our students are not satisfied with the form and quality of
the feedback that they received, yet we do (since the ancient
paper-times) actively supervise our student teaching assistants
wrt. appropriate homework feedback.
      </p>
      <p>
        Future work includes a further improvement of the workflow
and the workplace setup. In our opinion, student teaching
assistants need a professional working environment, just as
professional video editors or digital graphics artists may use
a different workplace setup and may have different working
habits (e.g., the extensive use of keyboard shortcuts) compared
to the casual user. The setup we presented in this article has
shown not to be unusable, yet the devil is in the details: We
see that some user interface elements could be improved for
the use with styluss on high-resolution displays, that some
keyboard shortcuts are at inconvenient places, and we see a
strong potential in complementing the annotation software that
we use with ‘stamps’ (cf. [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ]), that is, with a set of predefined
annotations that re-occur over and over during correction, to
improve efficiency.
      </p>
    </sec>
  </body>
  <back>
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