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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>LRMoo as the Conceptual Model for the Lem Knowledge Graph</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Luiz do Valle Miranda</string-name>
          <email>luiz.dovallemiranda@doctoral.uj.edu.pl</email>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Jakub Gomułka</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Szymon Piotr Kukulak</string-name>
          <email>skukulak@agh.edu.pl</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Krzysztof Kutt</string-name>
          <email>krzysztof.kutt@uj.edu.pl</email>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Grzegorz J. Nalepa</string-name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Faculty of Humanities, AGH University of Kraków</institution>
          ,
          <addr-line>Czarnowiejska 36, 30-054, Kraków</addr-line>
          ,
          <country country="PL">Poland</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Jagiellonian Human-Centered AI Lab, Mark Kac Center for Complex Systems Research, Institute of Applied Computer Science, Faculty of Physics</institution>
          ,
          <addr-line>Astronomy and Applied Computer Science</addr-line>
          ,
          <institution>Jagiellonian University</institution>
          ,
          <addr-line>prof. Stanisława Łojasiewicza 11, 30-348 Kraków</addr-line>
          ,
          <country country="PL">Poland</country>
        </aff>
      </contrib-group>
      <abstract>
        <p>This paper explores the challenges of representing the works of Stanisław Lem (1921-2006) in a knowledge graph (KG), focusing on their complex versions across languages, editions, and collections. Lem's works, characterized by an evolving content and multiple versions, require a refined approach to capture their nuances. We propose using LRMoo, an extension of CIDOC-CRM, to model Lem's prose. Through a case study of The Star Diaries, we demonstrate how LRMoo can appropriately represent these complexities.</p>
      </abstract>
      <kwd-group>
        <kwd>eol&gt;LRMoo</kwd>
        <kwd>Cultural Heritage</kwd>
        <kwd>Stanisław Lem</kwd>
        <kwd>Linked Data</kwd>
        <kwd>Knowledge Graph</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>
        Stanisław Lem (1921–2006) is a well-known Polish writer whose works have been translated into over
iffty languages. He is famous for his numerous science fiction novels and stories—including Solaris,
The Invincible, His Master’s Voice, Star Diaries, and Golem XIV —as well as for his non-fiction works
such as Dialogs, Summa Technologiae, The Philosophy of Chance, and Science Fiction and Futurology. The
total number of worldwide editions of his books—including both standalone novels, essays, and various
collections of short stories—has exceeded 1,000. Lem was one of those authors who, during his lifetime,
prepared multiple versions of some of his works, removing old chapters or stories while also adding
new ones. At times, he instructed translators to shorten certain pieces. As a result, some of his works
and collections exist in multiple versions within the same language, and some stories and essays difer
in content across diferent translations. [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ] refers to this difering aspect of Lem’s prose as a “book in
motion”.
      </p>
      <p>
        There have been diferent ways that Stanislaw Lem’s prose has been cataloged and made available.
A recent publication by Victor Yaznevich [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ] covers most of the writer’s non-fiction works. There
are also a few other initiatives collecting information about Lem’s works published around the world,
including The Lem Encyclopedia in a form of a wiki site1 and a web archive on Lem’s world bibliography
run by Vladimir Borisov in Russian2. All available databases are created as a hobby by enthusiasts of
Lem’s work, and none of them contain a complete catalog of his works and editions. This led to the
idea of creating a knowledge base on Lem’s work that would collect, integrate, and share information
from all possible sources. The project is afiliated with a public institution, the Jagiellonian University
Museum, and is being developed using widely recognized standards for this type of knowledge base.
      </p>
      <p>This initiative is the Lem Knowledge Graph (LKG), which is being developed as part of the Jagiellonian
University’s flagship project, CHExRISH.</p>
      <p>
        The aim of the CHExRISH project is to integrate cultural heritage (CH) resources from diferent
units of the Jagiellonian University as linked data (LD) and to present a prototype of a semantic portal,
called the Jagiellonian University Heritage Metadata Portal (JUHMP). By modeling cultural heritage
resources as LD, galleries, libraries, archives, and museums (GLAM) aim at leveraging the technology of
Knowledge Graphs (KG) and the principles of the Semantic Web towards the aggregation of data from
diferent institutions, browsing and search through a semantically meaningful representation of a certain
domain, and the use of visualization and knowledge discovery tools to assist digital humanities research
[
        <xref ref-type="bibr" rid="ref3">3</xref>
        ]. LKG is planned as an extension to JUHMP, but that can also work as a standalone knowledge base.
      </p>
      <p>
        The basis for a semantic portal is the representation of data using controlled vocabularies and a shared
conceptualization of a certain domain. An important decision in a CH-LD project is what standards
to follow to maximize preservation, interoperability and dissemination of knowledge relating, among
these the choice of an ontology to map domain knowledge to a shared representation [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ]. There are
a variety of existing ontologies to model CH resources, among others the Europeana Data Model3
(EDM) [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ], which provides a framework for the description of (digitalized) cultural heritage objects
to be easily aggregated into the Europeana portal, the Records in Contexts Ontology4 (RiC-O) [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ],
which enables the representation of archival information within a broader context, the Lightweight
Information Describing Objects5 (LIDO) [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ], which supports the exchange of metadata about museum
collections, and CIDOC-CRM6 [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ], an international standard (ISO 21127:2014) for cultural heritage data
modeling and sharing across diferent institutions. Since the development of LKG is part of the more
extensive CHExRISH project which already uses CIDOC-CRM as the conceptual model for LD to be
integrated into JUHMP, LKG has to follow a model at least compatible with CIDOC-CRM to ensure
consistency and interoperability across the diferent components of the project.
      </p>
      <p>Representing Lem’s prose with CIDOC-CRM base ontology is possible, however, such a conceptual
model flatten nuances in the way Lem’s works diverge and connect in the levels of stories, collections,
languages and publications. As will be described in detail, Lem’s prose—for a number of reasons—
requires a more extensive method of description, in order to properly reflect all the internal relations.
LRMoo7, an extension to CIDOC-CRM, appears to be an adequate alternative for the conceptual model of
the LKG. LRMoo is designed to ofer a more refined description of bibliographic information, maintaining
the semantics of diferent creative aspects of a literary work.</p>
      <p>In this paper, we aim at presenting the work in progress in modeling Lem’s fiction and non-fiction
as a KG based on the LRMoo conceptual model. First, we want to explain the particularities of Lem’s
prose, and exemplify how the works difer according to language or collection. This efort will give the
requirements to develop a conceptually appropriate LKG. Second, we want to present work in progress
of actually mapping LRMoo classes and properties to Lem’s publication information. We present the
example of Lem’s Star Diaries and its components. We conclude the paper presenting future directions
for the construction of LKG.</p>
    </sec>
    <sec id="sec-2">
      <title>2. Lem’s prose and the requirements for LKG</title>
      <p>
        A complexity of internal relations links diferent pieces of Lem’s prose on various levels in both his
ifction and non-fiction. This interconnectedness of literary entities is not entirely unique to Lem’s work.
To some extent, a similar fix-up approach can be observed in the prose of several American authors
from the Golden Age of science fiction ([ 9], pp. 307-311). However, Lem’s practice of reusing the same
texts multiple times and altering the content of the same books in subsequent editions makes the issue
far more pronounced. As an example, Jerzy Jarzebski [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ], referring to Summa Technologiae, described
3https://pro.europeana.eu/page/edm-documentation
4https://www.ica.org/resource/records-in-contexts-ontology/
5https://cidoc.mini.icom.museum/working-groups/lido/
6https://cidoc-crm.org/
7https://cidoc-crm.org/lrmoo
this aspect of Lem’s prose as a “book in motion”, a term that seems fitting for many of Lem’s works.
To successfully model the relationships within Lem’s writings, it is first necessary to understand this
lfuidity. Examining key instances of the evolution of his work will help define the requirements for
accurately modeling both fiction and non-fiction in LKG.
      </p>
      <sec id="sec-2-1">
        <title>2.1. The requirements related to Lem’s fiction</title>
        <p>A practice analogous to the fix-up technique in Lem’s prose is the reusing of the short story ’Kryształowa
kula’ (A Crystal Ball), originally published in 1954 in the collection Sezam i inne opowiadania (Sesame
and Other Stories). Thirty years later, a heavily reworked portion of it appeared as part of the novel
Fiasco. A somewhat similar situation occurred with The Invincible, which was first published as part of
the collection Niezwyciężony i inne opowiadania (The invincible and Other Stories) in 1964 and later
came to function as a standalone novel.</p>
        <p>Short stories in Lem’s prose often appear in multiple collections. In most cases, they were first
published alongside unrelated works from the same period and later reorganized into thematically
cohesive collections. For example, the first stories about Ijon Tichy – among others, ’The Twenty-second
Voyage’, ’The Twenty-third Voyage’ – were published as early as 1954, while their dedicated collection,
The Star Diaries, was first compiled in 1957. Furthermore, some thematically cohesive collections do not
necessarily include all stories belonging to a given cycle, as seen in the omission of ’The Twenty-sixth
and Last Voyage’ in The Star Diaries. Additionally, certain translations omitted portions of the source
material, often deliberately altering their tone, as in the case of ’The Twenty-second Voyage’.</p>
        <p>Memoirs of a Space Traveller appeared in English translation with the addition of two short stories
(’The Eighteenth Voyage’ and ’The Twenty-fourth Voyage’), which were not included in the English
edition of The Star Diaries despite being part of the original Polish collection. Several other short stories
that shifted between the two collections in diferent Polish editions do not appear in either of their
English counterparts.</p>
      </sec>
      <sec id="sec-2-2">
        <title>2.2. The requirements related to Lem’s non-fiction</title>
        <p>Similar phenomena can be observed in Lem’s non-fiction works. One key issue is the addition and
removal of chapters in diferent editions of the same book while the title remains unchanged. As a
result, a single work may exist in multiple original versions, each containing diferent subsets of essays,
some of which republished in other collections. For instance, The Philosophy of Chance underwent
several revisions, with Lem removing most chapters devoted to the critique of structuralism.</p>
        <p>Another issue is the nature of posthumous collections, which generally consist of older texts with
only a few entirely new additions, such as Polish translations of Lem’s essays originally published in
other languages, as seen in Diabeł i arcydzieło (Devil and the Masterpiece). However, these works are
often restructured to form new, cohesive entities. Notably, Lem employed a similar approach during
his lifetime. For example, he compiled Rozprawy i szkice (Essays and Sketches), later republished as
Mój pogląd na literaturę (My View on Literature), primarily from his prefaces to science fiction novels,
mostly by Western authors. In the revised structure, these prefaces became part of Lem’s broader
reflection on literary issues.</p>
        <p>Taking these observations into consideration, it becomes clear that only a complex, multilayered
conceptual model can faithfully capture the intricacies of the evolution of Lem’s oeuvre. An ontology
for LKG should, therefore, distinguish between the main thread that unites diferent versions of a story
and their actual editions. Furthermore, it should account for the evolving composition of collections.
Another factor to be considered is the fluid boundary between a short story and a novel, as rewritings can
easily shift a work between these two categories. Finally, the model should capture the distinctiveness
of diferent versions of Lem’s work based on the language of publication.</p>
      </sec>
    </sec>
    <sec id="sec-3">
      <title>3. LRMoo as the basis for LKG</title>
      <p>LRMoo is an oficially recognised extension of CIDOC-CRM designed to support richer semantic
relationships for bibliographic data. Among the implementations of this model in linked open data
cultural heritage projects, in [10] LRMoo has served as the basis for a knowledge base on Medieval and
Renaissance geographic Latin literature to be used as the backbone of a user-friendly web application
for access and visualization of bibliographic data. [11] presents a discussion and a case study on how
ifnding aids can be enriched by drawing upon the complex collections of properties that compose
LRMoo ofering new possibilities of archival and textual research. Similarly to these cases, we leverage
the intricacies of LRMoo to construct a comprehensive semantic representation of Lem’s works, thus
facilitating new possibilities for finding, visualizing and researching his prose.</p>
      <p>LRMoo is structured around four core classes –Work, Expression, Manifestation, and Item – each
corresponding to a distinct level of representation of a literary work. At each of these levels, the
ontology supports the formation of hierarchical structures, allowing the specification of superordinate
entities (e.g., novels, collections of stories) as well as subordinate entities (e.g., chapters, individual
stories). This hierarchical diferentiation between conceptual layers of literary representation is what
establishes LRMoo as an appropriate base ontology for LKG.</p>
      <p>The highest level of abstraction in LRMoo is represented by the class Work, which is intended to
group “distinct intellectual ideas conveyed in artistic and intellectual creations, such as poems, stories,
or musical compositions” ([12], p. 23). At this level, we assume that we are dealing with the concept
of a work, which can have multiple realizations, such as diferent versions or translations. Work is a
subclass of CIDOC-CRM class Propositional Object.</p>
      <p>At a lower level of abstraction, the class Expression is defined, whose entities are linked to those of
Work through the properties is realised in (realises). Expression thus encompasses the concretisations of
Work entities “in the form of identifiable immaterial objects” ([ 12], p. 24). This implies that diferent
versions of a work, including its translations into various languages, are classified under this class. The
Expression class is a subclass of the CIDOC-CRM class Information Object.</p>
      <p>At the next level of concretization, we find entities of the class Manifestation. At this stage, not only
the form of the work as a specific sequence of textual or graphical symbols is relevant, but also “the
manner in which they are presented to be consumed by users, including the kind of media adopted”
([12], p. 25). In other words, this class includes specific editions of a given work, and its entities are
related to entities of Expression by the property is embodied in (embodies). Like Expression, Manifestation
is also a subclass of CIDOC-CRM class Information Object.</p>
      <p>In LKG, Lem’s works will be represented at multiple levels—potentially even all four. At the Work
level, his writings will be treated as intellectual constructs. As shown in Fig. 1, Work representations
may refer to both the ideas of collections—such as The Star Diaries, The Memoirs of a Space Traveler, and
Sesame and Other Stories—as well as to the ideas of individual short stories, such as The Twenty-first
Voyage and The Twenty-second Voyage. The relation forms part of will allow for indicating hierarchical
order between these two groups. Since the idea of a collection does not have a fixed structure, any
reason for subsuming a piece into a particular collection will be reflected through the relation linking
both representations. As a result, a single short story may be included in multiple collections.</p>
      <p>At the Expression level, these intellectual constructs will be realized in specific ways. This will be
captured by the relation is realised in. For instance, the Work instance The Star Diaries will be realized by
several Expression instances, including The Star Diaries v1 EN, which will represent the first structured
version of the collection in English translation. This version will not be identical to The Star Diaries v1
PL, as it will have a diferent list of components. In turn, The Twenty-second Voyage v1 EN will represent
the English version of the short story with its textual content determined, while The Twenty-second
Voyage v1 PL will represent the original Polish version. The relation is derivative of will be used to link
the two.</p>
      <p>Expression instances will be connected to specific editions, which will belong to the Manifestation class.
For example, the 1976 New York English edition of The Star Diaries will be modeled as an embodiment
of The Star Diaries v1 EN. A part of it, The Twenty-second Voyage, will be represented as the Manifestation
instance The Twenty-second Voyage; New York 1976, which will embody The Twenty-second Voyage v1
EN. The Manifestation level will be specific enough for its instances to be named according to the actual
titles of the editions, such as Sezam i inne opowiadania; Warsaw 1954 as the embodiment of Sesame and
Other Stories v1 PL.</p>
      <p>Individual copies of specific editions will be represented as Item instances. If a particular copy is of
interest (e.g., it contains handwritten notes), it will be modeled as the exemplar The Star Diaries; New
York 1976; item no. 0089F. These will be related to their corresponding Manifestation instances by the
relation is exemplified by .</p>
      <p>There remains a problem to be addressed in representing Lem’s works within the LRMoo ontology.
As noted in Section 2.1, the English translation of The Twenty-second Voyage difers in content from the
Polish original. This is a significant feature that should be represented in the graph. LRMoo does not
ofer a straightforward solution to this issue: the relation is derivative of merely indicates a translation
relationship and does not express the nature or degree of variation. LRMoo, however, supports the
reification of the property is derivative of with the goal of connecting it to an instance of the
CIDOCCRM class type. Another solution is to supplement the ontology with sub-properties for is derivative of,
such as is shortened version of, is extended version of, and so on. At the current moment, no final decision
has yet been reached regarding this modeling challenge.</p>
    </sec>
    <sec id="sec-4">
      <title>4. Conclusion and further works</title>
      <p>The case of modeling The Star Diaries as an intellectual idea, a certain version, an edition and a physical
item, together with the respective modeling of some of its composing short-stories has shown that
LRMoo is efective in representing relationships between various publications of Lem’s works, including
cases in which texts are repurposed, altered, and reorganized in diverse ways depending on the edition
and language. Despite the adequate expressive power of LRMoo, there are still some factors to consider
for future work in LKG.</p>
      <p>As part of the CHExRISH project, LKG’s knowledge base is expected to be included in the JUHMP
portal. However, the knowledge base powering the latter is CIDOC-CRM-based, thus it is not compatible
with the nuances of LRMoo. A future challenge, thus, is to develop a flattening mapping between
LRMoo and CIDOC-CRM in a way to present, despite the lack of nuance, appropriate and adequate
bibliographic information about Lem’s publications.</p>
      <p>Furthermore, the LKG project aims to expand the knowledge graph to include information on entities
beyond publications, such as letters. Neither CIDOC-CRM nor LRMoo inherently support the modeling
of concepts critical for representing epistolary resources. For instance, terms like “sender” and “recipient”
are not included within the classes or properties of these ontologies. Moreover, to date, there is no oficial
extension of CIDOC-CRM specifically designed to model letters and their epistolary relationships 8. In
the case of the development of such an epistolary extension of CIDOC-CRM, there is still the challenge
of harmonizing such an extension with LRMoo.</p>
      <p>Finally, a semantic portal independent of JUHMP is planned to interactively present data from
LKG. Digital showcases could potentially be prepared on varying aspects of Lem’s work, for example,
repeating themes and ideas on diferent phases of the author’s oeuvre, or a list of the fictional characters
he created.</p>
    </sec>
    <sec id="sec-5">
      <title>Declaration on Generative AI</title>
      <p>This publication benefited from the use of language models—gpt-4o, gpt-4o-mini and DeepSeek-V3—to
support proofreading and enhance readability. All generated text was reviewed and edited, and the
authors take full responsibility for the publication’s content.</p>
    </sec>
    <sec id="sec-6">
      <title>Acknowledgments</title>
      <p>This publication was funded by a flagship project “CHExRISH: Cultural Heritage Exploration and
Retrieval with Intelligent Systems at Jagiellonian University” under the Strategic Programme Excellence
Initiative at Jagiellonian University.</p>
      <p>The research for this publication has been supported by a grant from the Priority Research Area
DigiWorld under the Strategic Programme Excellence Initiative at Jagiellonian University.
8[13] presents a non-oficial extension of CIDOC-CRM to capture semantic aspects of correspondences
[9] I. Asimov, Serials, in: Gold: The Final Science Fiction Collection, Eos, New York, 2003.
[10] V. Bartalesi, D. Metilli, N. Pratelli, P. Pontari, Towards a knowledge base of medieval and
renaissance geographical latin works: The imago ontology, Digital Scholarship in the
Humanities 37 (2021) 34–50. URL: https://doi.org/10.1093/llc/fqab060. doi:10.1093/llc/fqab060.
arXiv:https://academic.oup.com/dsh/article-pdf/37/1/34/42986942/fqab060.pdf.
[11] F. Giovannetti, F. Tomasi, The linked finding aid as a platform for textual research: The case study
of the giuseppe raimondi archive, in: L. C.T, R. C, N. F, R. I, F. N (Eds.), CEUR Workshop Proceedings,
volume 3019, CEUR-WS, 2021, pp. 104 – 113. URL: https://www.scopus.com/inward/record.uri?
eid=2-s2.0-85121099627&amp;partnerID=40&amp;md5=433315797cb5a4007a01fc8f0d90584f, iSSN: 16130073
Type: Conference paper.
[12] I. L. W. Group, Lrmoo: Object-oriented definition and mapping from the ifla library reference
model, 2024. URL: https://cidoc-crm.org/sites/default/files/LRMoo_V1.0.pdf, last accessed: 12
March 2025, CIDOC CRM.
[13] A. Deicke, C. Seibold, E. S. Cronauer, Correspondence and epistolary research ontology, 2024. URL:
https://lod.academy/cer/vocab/ontology/, accessed: 2025-03-14.</p>
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