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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Digital Libraries as Technological Environments. Collaboration of Work and Future Perspectives</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Carla Petrocelli</string-name>
          <email>carla.petrocelli@uniba.it</email>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Stefano Ferilli</string-name>
          <email>stefano.ferilli@uniba.it</email>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>History of Technology</institution>
          ,
          <addr-line>Digital Libraries, Information Retrieval, Knowledge Graphs</addr-line>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Università di Bari - DIB</institution>
          ,
          <addr-line>Via E. Orabona 4, Bari, 70125</addr-line>
          ,
          <country country="IT">Italia</country>
        </aff>
        <aff id="aff2">
          <label>2</label>
          <institution>Università di Bari - DIRIUM</institution>
          ,
          <addr-line>Piazza Umberto I 1, Bari, 70121</addr-line>
          ,
          <country country="IT">Italia</country>
        </aff>
      </contrib-group>
      <abstract>
        <p>The nature of libraries has changed rapidly with the advent of technology, so far as to change the very way of understanding the library itself. In this paper we examine the impact that digital technologies have had on library workers, and note that so far technology has only been used to transpose the standard library practices, and that little has been done to fully exploit the new opportunities it introduced. To overcome this situation, we propose a graph-based organization of DL data, based on a technology mixing DBs and ontologies. We also propose a holistic data schema allowing to store information that is usually neglected by traditional cataloging and description standards used in libraries. This would enable the use of AI techniques that may significantly expand the effectiveness of data processing and may dramatically improve the exploitation possibilities of documents.</p>
      </abstract>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction &amp; Motivations</title>
      <p>The history of the profession of librarian is inextricably intertwined with the history of the library,
especially that of the last decades. In the United States, and then in Europe, the nature of libraries has
changed rapidly since the middle of the last century, when technology has forcefully become part of
these realities. These structural changes have initiated a sort of revolution that has changed the way of
understanding the library itself. In this study we intend to examine the impact that new digital
technologies have had on library workers, and to propose a new approach that overcomes the limitations
of the current practice.</p>
      <p>A library catalogue card contains information about the object being catalogued and the location of
the object within the library. The traditional record-based approach has successfully served the needs
of library users, researchers and practitioners for many decades. The enormous growth in production,
types and availability of documents, the opening of their use to a wider public (with different
background, goals and perspectives), the advent of digital technologies, and the convergence of many
different traditionally separate disciplines call for new and advanced organization strategies, and new
ways of exploitation, for the documents and the information they carry. This requires a change of
paradigm. It is necessary to deconstruct the traditional record-based approach with predefined fields
(author, title, etc.), and to move to a reticular description, in which all the entities involved in a
description ‘live’ with their own dignity and can be related to each other, rather than being just field
values in the record. Such a new setting is also instrumental to broaden the focus of the descriptions,
from a fixed set of formal parameters of the documents in the library to a larger and more variable set
Italy</p>
      <p>2023 Copyright for this paper by its authors.
including also information concerning their physical support, content, context, and even use. We have
called it a holistic description approach.</p>
      <p>In the rest of this paper, we first overview the evolution of libraries in the last two centuries, and
then we describe our proposal for a new approach that expands the boundaries of library descriptions
and enable advanced exploitation based on AI solutions. Then, we conclude the paper.</p>
    </sec>
    <sec id="sec-2">
      <title>2. Paths from the past to the future</title>
      <p>At the end of the 19th century, Melvil Dewey launched a process of professionalization of the
librarian’s activity, helping to found, in 1876, the American Library Association (ALA) and setting up
the School of Library Economics at Columbia College in 1887, the first specialized school in the world.
He also proposed a “centralization” of cataloguing efforts. As a reformer, Dewey also initiated those
educational processes that he considered fundamental to designing the emerging profession of the
librarian, suggesting, among other things, that the ideal candidates were the women who, by their nature,
paid more attention to detail and had a strong “moral sense”. Dewey also argued that they had the benefit
of being paid only half as much as their male counterparts and could be counted on for their dedication
to their work. These were probably his motivations for strongly opposing the board of trustees of
Columbia College in 1887, who did not welcome women in the School of Library Science, by starting
classes in off-campus premises with twenty students, seventeen of them women. [1:85-93]</p>
      <p>At the turn of the 20th century, US government agencies had started a process of promoting public
libraries, especially in rural areas of the country. By attracting the same workforce as the school system,
which was predominantly female, women had the opportunity to choose an activity related to libraries:
female students were instilled with a fervent desire to become ‘book missionaries’ with the aim of
spreading the culture of reading.2 [2:2].</p>
      <p>However, this philosophy began to lose strength when, in the 1920s and 1930s, the utilitarian aspect
of book distribution took hold, geared mainly towards the consumer who had to be guided in his choices
by library managers. The utilitarian philosophy sought to improve the division of labor and raise the
status of librarians by attracting more men and separating the managerial functions from lower-level
services. This division was further exacerbated during the period in which the information technology
changed the face of libraries: the program of “automation”, which had been initiated in the 1960s, taking
advantage of the widespread techniques of punch cards and microphotography3, had begun to delineate
what would be the “library of the future”, while leaving unchanged the “gender dynamics of the
present”.</p>
    </sec>
    <sec id="sec-3">
      <title>2.1. From cards to ASCII characters: sharing between librarian and user</title>
      <p>
        From April 21 to October 21 1962, the American Library Association (ALA), for the first time,
secured a spot at the World’s Fair in Seattle. The exhibition was designed primarily to imagine the role
of technology in libraries, so much so that, in the assigned area, an imaginary line clearly divided the
library of the “past” from that of the “future”: on the one hand, there was room for traditional books
placed in the classic shelves managed by librarians, on the other hand, there was a Sperry-Rand Univac
Computer with which, through some insiders, the logic of the systems of digitization of catalogs was
shown [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ].
      </p>
      <p>
        Sometime later, historian Jesse Shera, dean of the School of Library Science at Case Western
Reserve University, developed a kind of “code for library computerization” that he illustrated at the
1964 World’s Fair in New York4. Its purpose was to send a signal, not only to the trade show audience,
but especially to the multitude of professionals who attended, of impending change. The rise of
2 From 1880 to 1920, women went from a minority (20%) of the profession to a majority (75%) of the profession. In 1920 the number of
professional women practicing librarianship increased 236 percent, most of whom were recruited from the middle class [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ].
3 The microcard was a three-inch-by-five-inch card designed to contain, on the one hand, the cataloging of an article and, on the other, the
miniaturization of its full text. [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ]
4 Jesse Shera (1903-1982) was one of the most important figures in librarianship laying its foundations in the 1960s. For Shera, it was crucial
that there be collaboration between librarians and researchers in other disciplines and so he was a strong advocate for the introduction of
information technology at a time when this trend was strongly opposed.
computer science threatened to divide librarianship and overwhelm what was its humanistic core:
«being traditionally humanistic, librarians doubt their capacity even to utilize anything that is
scientifically derived.» [6:742] The classical ideals that saw the “library” as a place to cherish freedom
of speech, as a safe haven of information and a repository of memory, that is, places dedicated to serving
the needs of the community, pushed to designate only women to be guardians of morality and to be
promoters of reading, inevitably shifting the male contribution to projects in which library science and
economics were not only predominant, but also crucial to continued change.
      </p>
      <p>
        As dean of the School of Library Science at Western Reserve University, Shera strongly supported
the establishment of the Center for Documentation and Communication Research to promote
information systems as a means of enabling librarians to operate at a higher level of information storage
and retrieval. Over time, however, the Center proved to be a failure; it was entrepreneurial rather than
academic in nature, meaning that its main purposes were related to the promotion of specific software
rather than the dissemination of problem-solving methodologies. According to Margaret Kaltenbach,
Shera’s collaborator, the Center was identified more as a school of computer science than anything else,
and this represented its main limitation. [7:157] From this point on, Shera no longer indicated what was
the best path to follow, distancing himself from both technology and the fear of its dominance and never
taking a clear position: «The library is not a machine shop in which knowledge is fabricated by
mechanical devices […] we regret the indifference, and even hostility, of many librarians to the
advantages the new electronic devices, which are as yet only in their infancy, can give to improving the
efficiency of man’s access to recorded knowledge.» [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ] Librarians could learn from “technologists” and
leave the Stone Age behind.
      </p>
      <p>Along with mathematicians, systems designers, hardware manufacturers, operations researchers, and
computer programmers, they were therefore concerned with understanding «how interwoven are their
interests and how overlapping their responsibilities» in libraries. [9:X] It was obvious that a positive
result could only be achieved with cooperation between the various figures.</p>
      <p>
        In the decades to come, the computer science began to be associated with everything that concerned
the interaction between the worker and the machine. The enthusiasm due to the adoption of computers
had stimulated the launching of numerous experiments, but more credibility and confidence was given
to those resulting from the proposals of those in positions of power. Among these, we should
undoubtedly mention the project presented by a small group of representatives of the academic libraries
of Ohio, whose leaders were Ralph Parker, director of the University of Missouri Library and Fred
Kilgour, librarian of the Yale Medical Library. Their proposal was to use large, cumbersome mainframe
computers5 to initiate what is known as cooperative, computerized, networked cataloging of library
resources. To that end, in 1967, Parker and Kilgour had founded the Ohio College Library Center
(OCLC), a committee that was initially joined by 54 Ohio college libraries and that only fifty years later
would include more than 16,000 members in 120 different countries, serving libraries of all types with
more than 40 million research requests each day. [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ] The exponential increase in the number and
quality of the documents that made up the electronic catalog led to the conception of new projects that
gave life to the so-called OPAC (Online Public Access Catalog), catalogs aimed at publishing
documents on the web that could be accessed directly by users.
      </p>
      <p>The effects were recorded mainly as an advantage for female librarians whose tasks were automated,
causing further negative repercussions on their work which was considered simplified and,
consequently, devalued more. For cataloguers, already often considered less capable than library
professionals, there was a strong fear that the new systems, such as OCLC or the more recent OPAC,
could compromise their employment [11:87-97].</p>
      <p>The marriage of library and information sciences seemed a far-fetched possibility to all those who
gravitated around these spheres. The computers were assuming the role of protagonists, and, with the
automation of office processes, it became almost mandatory to rethink roles in view of these changes.
These changes were interpreted, in library environments, in a conflicting way, as if they represented a
direct clash between intellect/information sciences and services/library economics: technology could
5 Powerful centralized processors that from the sixties onward were used by large companies for computing operations. They occupied entire
rooms, and, most of the time, were divided into several metal cabinets: hence the derivation of the term (frame that stands for “armor”, in the
sense of metal frame). Until the advent of departmental minicomputers and then of personal computers in the 1980s and 1990s, mainframes
were the symbol of centralized computing.
have blurred those well-defined boundaries that had assigned precise responsibilities, rooted for decades
[12:142-143].</p>
      <p>In the United States, after 1980, a library that used card drawers for its cataloging system was
considered behind the times. The catalog, which had been transformed from typed papers into bright
ASCII characters reproduced on computer monitors, was beginning to become the real protagonist
because it drew, without misunderstanding, the state of technological sophistication of the public space
in which the library’s patrimony was stored. Starting in the seventies, in fact, the availability of new
computer technologies had caused a strong acceleration towards the use of computers and various
methods of photoreproduction. The multiplication of libraries, together with the proliferation of
numerous forms and dynamics of compiling electronic catalogs, had also led to the urgent need to
coordinate these activities: international study committees such as UNESCO, the International
Federation of Documentation (FID) and the International Federation of Librarians’ Associations
(IFLAFIAB), were urged to unify bibliographic rules and systems in order to produce general cataloguing
standards that would apply internationally. As a consequence, librarianship went through a real
evolutionary phase, becoming a discipline that aimed to study and modify the organization and
functioning of the library, focusing on the effects of technological changes.</p>
      <p>The complexity of managing library services in an electronic environment required non-traditional
skills that implied the emergence of new job positions closely related to information technology,
necessary to appropriately manage the most current technologies: the electronic services librarian, the
database coordinator, and the microcomputer specialist.</p>
      <p>Professional training activities had the same repercussions. In library science schools, courses such
as database design and computer programming came in with great force, putting cataloging, children's
services, and library history on the back burner. [13:676]</p>
    </sec>
    <sec id="sec-4">
      <title>2.2. From the electronic catalog to the sharing in net</title>
      <p>By the late 1970s and early 1990s, due to the lowering of computing power costs, nearly all libraries
in Europe and the United States had completed the so-called automation phase. Press releases
announcing the “closure of the card catalog” were the order of the day, as if to signify that the library
was ready to face an “electronic future”.</p>
      <p>From this point on, the phenomenon that occurred was a kind of “turnkey market” for integrated
library systems, with the consequent shift from locally developed software to primarily commercially
implemented systems that followed general and collective technical standards. Having overcome and
forgotten the problems associated with the flow and management of local work and operations, all
libraries were then linked to these systems, resulting in significantly stronger and more independent
organizations. Boundaries between internal competencies began to blur as staff responsibilities began
to overlap: tasks traditionally performed by librarians were de-emphasized and often outsourced to
external staff hired to support the library.</p>
      <p>
        The sharing of catalogs on the “network” was therefore the real added value of the 1980s; it also
became the main topic of discussion in librarianship and gave rise to a series of debates centered on the
“practice of cataloguing”. The result was that cataloguing was redefined and shifted from a humanistic
and conceptual activity, coordinated by experts in classical subjects, to a manual and routine activity
requiring only a minimal training process for unskilled employees [
        <xref ref-type="bibr" rid="ref14">14</xref>
        ]. Why these mutations? The only
reference object of the library, the book, with the passage of time had turned into a general entity of
“information” that did not always coincide with the “book” object and that was also identified with
articles extracted from magazines, images, music CDs, videos, multimedia and hypermedia of various
kinds. We were moving away from content, giving space, as Ruth Hafter points out, mostly to issues of
data organization: «rules and procedures change» over time in a myriad of ways because they may need
to be adapted to modern terminology, the latest scientific thinking, or innovative research practices; at
the same time, users may evolve in their needs and demands; and, of course, the very technology for
entering, storing, and accessing catalog data may change, affecting labor costs and delivery times for
the required material [15:11-12].
2.3.
      </p>
    </sec>
    <sec id="sec-5">
      <title>Digital Libraries</title>
      <p>One has to go as far as 1992 to have a rigorous definition of a Digital Library. During the National
Science Foundation Workshop held in Palo Alto, several specialists in the field met to sketch out a
possible report urging the United States to finance such projects. A digital library was defined as
«distributed technology environment which dramatically reduces barriers to the creation, dissemination,
manipulation, storage, integration and reuse of information by individuals and groups.» These
technological environments were to provide services comprising a well-defined «network architecture,
a set of information resources, including textual databases, numerical data, images, sound and video
documents, etc., and a set of tools for locating, retrieving and using the retrieved information.»
[16:6667].</p>
      <p>The most widely used definition today is the one provided by the Digital Libraries Federation (DLF)
and states that «digital libraries are organizations that provide the resources, including specialist staff,
to select, organize, provide intellectual access to, interpret, distribute, preserve the integrity of, and
ensure the persistence over time of digital collections so that they can be readily and economically
accessed by a defined community or set of communities.» The preservation of information in DLs has
three levels: hardware level, software level and the level of document encoding systems. The ageing
curve of information technology is very rapid and imposes a periodic update of any information system;
it goes without saying that this update often renders inaccessible information resources generated by
obsolete tools.</p>
    </sec>
    <sec id="sec-6">
      <title>3. A change of paradigm</title>
      <p>
        The digital setting, with all the flexibility and opportunities it brings, can be leveraged to enable new
ways of exploitation, for the documents and the information they carry, that can provide advanced and
personalized support to multiple kinds of users with different background, goals and perspectives,
overcoming the limitations of the traditional approach, born for paper cards and based on a fixed set of
formal parameters of the documents in the library. Following the ideas of IFLA’s FRBR [
        <xref ref-type="bibr" rid="ref22">22</xref>
        ] and LRM
[27], we propose a change of methodological paradigm that deconstructs the traditional record-based
approach with predefined fields (author, title, etc.), and to move to a reticular description, in which all
the entities involved in a description ‘live’ with their own dignity and can be related to each other, rather
than being just field values in a closed record. The proposed change requires an upgrade from the
traditional Data Base (DB) setting to the Knowledge Base (KB) one, studied by the Knowledge
Representation (KR) branch of Artificial Intelligence (AI). In fact, knowledge is defined as a network
of information items in which the compound has more value than just the sum of the single information
items’ values. In KR research, a central role is played by Ontologies as the formal definition of the data
model, specifying what entities, relationships and attributes can be expressed, and what properties they
must fulfil. Knowledge Graphs (KGs) have been developed as KBs organized in graph structures (a
straightforward and effective representation of networked information).
      </p>
      <p>
        Then, once the boundaries of the records have been broken, we go beyond what proposed in [
        <xref ref-type="bibr" rid="ref22">22,27</xref>
        ]:
we propose to further expand the scope of the descriptions to a larger and more variable set, including
also information coming from the physical support of the documents, from the document content, from
its context, and even from its use. We have called it a holistic description approach [
        <xref ref-type="bibr" rid="ref17">17</xref>
        ], resulting in a
model (an ontology) that considers and brings to cooperation many different aspects:
• Formal, including usual metadata used in library records;
• Physical, including materials, processing and even mechanics, if relevant;
• Content, including:
◦ Textual, at several levels (words, phrases or excerpts) and in different languages, also
including grammatical information;
◦ Layout, concerning the visual appearance of documents;
◦ Logical, dealing with the roles played by the document’s components;
◦ Conceptual, interested in the meaning conveyed by the documents;
• Context, adding information that is external to the documents, but that may be useful or relevant
to properly understand it;
• Lifecycle including process and usage data, useful for personalization purposes.
      </p>
      <p>
        Traditional cataloging in DLs and archives only considered the Formal section. Of course, this must
be compliant to existing DL cataloging and description standards: to this aim, our ontology includes,
and is aligned to, several standard ontologies and metadata schemas, such as the Dublin Core Metadata
Initiative (DCMI)6, the IFLA Functional Requirements for Bibliographic Records (FRBR) report [
        <xref ref-type="bibr" rid="ref22">22</xref>
        ],
the Open Archives Initiative Object Reuse and Exchange (OAI-ORE)7, and OpenAIRE [
        <xref ref-type="bibr" rid="ref23">23</xref>
        ]. More are
being added and aligned in new versions of the ontology.
      </p>
      <p>
        All the other sections are peculiar of our proposal, and fundamental to our vision. The Physical
section enables a description of the physical library/archive items, not just of their content. The Content
section allows to tag the documents as a whole, or specific sections thereof, with keywords and
concepts, to extract citations and excerpts, and to describe the specific items (Persons, Places, Events,
Artifacts, other Documents, etc.) mentioned therein. Concepts, in particular, are represented as instances
within the KG, so that they can be linked to other instances of any class in the KB in order to describe
them. Several standard taxonomies can be stored, aligned and merged, also adding user-defined and/or
domain-specific items. The current KB includes WordNet [28], the Dewey Decimal Classification
(DDC) system [
        <xref ref-type="bibr" rid="ref21">21</xref>
        ] and a few taxonomies specifically focused on Computer Science and Engineering.
Especially relevant (and fundamental to ‘open’ the records) is the Context (in the form of additional
Persons, Places, Events, Artifacts, other Documents, etc.), that allows to interconnect the documents
and their content8. Finally, the Lifecycle section allows to track the documents along time, connecting
them to their uses and users. This enables the description of the processes underlying the items’
exploitation, and the personalization of such exploitation (by describing user profiles and connecting
their features to those of the items). In designing this part of the ontology, the user's point of view and
the behavior that librarians pursue in their research are taken into account, in order to improve the KB
in a targeted way. In fact, previous works in this and other fields [
        <xref ref-type="bibr" rid="ref24">24,25</xref>
        ] show the advantages of
usercentered approaches for constructing KGs of information systems.
      </p>
      <p>Some of the main classes currently included in our ontology are: Person, Organization, Place, Event,
Artifact, Device, Document, Collection, Citation, IntellectualWork, ProcessComponent, User,
PointOfInterest, Category, Language, Text, TimeSpecification. Many relationships are provided to
connect the documents and their content to instances of these classes, and the instances of these classes
to each other, providing the added value that we envisage in our holistic approach. Every instance of a
class or a relationship is actually a record, described by a suitable set of attributes.</p>
      <p>In addition to the expanded data model, we also propose to change the technological approach to
KG representation. The solutions proposed by standard research in KR for representing and storing
knowledge have parted from the mainstream solutions for DBs. Research in KR resulted in an
established representation standard for formal ontologies (the Ontology Web Language, or OWL9) and
associated data storage technology, called triplestores. Triplestores are based on the RDF graph model,
consisting of sets of triples &lt;Subject, Predicate, Object&gt; where the three components are atomic
(Uniform Resource Identifiers – URIs – or literal values). However, these attempts have failed to meet
wide acceptance in industrial applications. On the other hand, significant success among big industrial
players has been obtained by a new graph-based NoSQL DB technology, of which Neo4j is the most
outstanding representative. It adopts the Labeled Property Graphs (LPG) model, that allows to associate
sets of attribute-value pairs and labels to nodes and arcs. Nodes represent entity instances, arcs represent
binary relationships on them, the attribute-value pairs represent properties, and the labels usually
represent the type of entity or relationship. The LPG model is more expressive than, but incompatible
with, the RDF one. Neo4j is schema-less, for which reason we propose to superimpose an ontology that
acts as a schema.</p>
      <p>
        We believe that DL data representation and management must still rely on DB technology, in order
to ensure optimization and efficiency in data storage and handling. So, we propose a cooperation
between DB technologies and the KR setting, that may boost the effectiveness of DL data management
so as to support the needs of different kinds of users, providing them new possibilities for data
exploitation and opening new opportunities to carry out their activities [
        <xref ref-type="bibr" rid="ref18">18</xref>
        ]. In our proposal, Formal
6 URL: https://www.dublincore.org/.
7 URL: https://www.openarchives.org/ore/.
8 E.g., two persons (authors of documents, or mentioned in documents) might both have attended an event, and no information about the event
and their attending it might be available in any of the documents.
9 URL: https://www.w3.org/OWL/.
      </p>
      <p>Ontologies play the role of data schemas10 for the instances stored in LPG-based DBs. Differently from
most works in the literature, that just tried to superimpose OWL to LPGs, losing the expressive power
of the latter, we propose to develop a specific ontological formalism for LPGs, so as to take full
advantage of their expressiveness.</p>
      <p>
        Finally, we also propose a framework that implements our vision, called GraphBRAIN [
        <xref ref-type="bibr" rid="ref19">19</xref>
        ], and
associated tools for schema and instance handling [
        <xref ref-type="bibr" rid="ref20">20</xref>
        ]. In GraphBRAIN, the ontologies and the
instances are kept separate from each other (while in OWL/RDF solutions the schema is represented
within the graph). This allows to superimpose different ontologies as schemas on the same graph,
representing different views on the same data. A GraphBRAIN API acts as a wrapper for the DB to
make it available to external applications. All accesses to the DB and operations on its content must
pass through the API methods, that given a DB instance and a schema/ontology provides access to the
DB so as to ensure compliance with the data schema. To ensure interoperability with standard KR
solutions, GraphBRAIN provides import/export functionality from/to OWL for ontologies and/or
individuals.
      </p>
      <p>It is worth mentioning that the KB approach to library knowledge representation also enables
automated reasoning on the data. With respect to standard OWL-based approaches, specifically suited
for ontological reasoning (mostly concerning inheritance handling and consistency checks), our
proposal provides a more generic middle layer allowing also additional kinds of reasoning, including:
• Associative, based on graph traversal, naturally supported by graph DBs and their query
languages;
• Logical (deduction, abduction, abstraction, argumentation, etc.), e.g. rule- or constraint-based
and powered by Logic Programming approaches;
• Instance-based;
• Inductive, to learn high-level concepts or discover (ir-)regularities on the data (including both</p>
      <p>Machine Learning and Data Mining approaches).</p>
      <p>In turn, these approaches may support advanced and personalized solutions to many DL tasks, such
as (lexical or semantic) Information Retrieval, Recommendation, Document classification and
clustering, Question Answering, Network Analysis, etc. All kinds of stakeholders (researchers,
scholars, institutions, hobbyists, casual users) may take advantage of these opportunities.</p>
    </sec>
    <sec id="sec-7">
      <title>4. Conclusions: From traditional cataloging to a holistic vision of the data</title>
      <p>The current resources of a DL’s IT infrastructure are no longer the traditional data; more complete
and functional are those derived from a holistic scheme that can emerge from the relationships created
from the information on the myriad of books and journals, reports and theses, music and videos,
multimedia and hypermedia of all kinds that libraries collect, organize, store and disseminate. After all,
in cataloguing, as Hafter already pointed out in 1986, “rules and procedures change” over time and
adapt to innovative research practices that give the catalogue a status that can change, just as the
technology itself for entering, storing and accessing catalogue data changes [15:11-12].</p>
      <p>So far technology has mostly been used to transpose the standard library practices, and little has
been done to fully exploit the new opportunities it introduced. To overcome this situation, we proposed
a graph-based organization of DL data, based on a technology mixing DBs and ontologies. We also
proposed a holistic data schema allowing to store information that is not explicitly present in any of the
single documents, but emerges from their direct or indirect relationships. This would enable the use of
AI techniques that may significantly expand the effectiveness of data processing, may dramatically
improve the exploitation possibilities of documents and disseminate a deeper form of knowledge
capable of making users active subjects of technological and social transformation.</p>
      <p>In other words, the AI techniques help link the labor of the cataloger in the back office to the labor
of the reference librarian in the front office, just as it would to create, organize, store, and use metadata,
but also to recreate, reorganize, restore, and reuse it, as the social, organizational, or technological
conditions of librarianship change over time [26].
10 E.g., knowing that a Person mentioned in a Document attended an Event in a given Place at the same Time as the Author of the Document
might explain why that person was mentioned in the Document, even if this information is not available in the Document itself.</p>
    </sec>
    <sec id="sec-8">
      <title>5. References</title>
      <p>[25] S. Arastoopoor, “Users’ perception of navigating bibliographic families from IFLA-LRM
perspective”, Library Hi Tech 40.1 (2022): 265-280. URL:
https://doi.org/10.1108/LHT-12-20190240.
[26] B. Pfaffenberger, “Democratizing Information. Online Databases and the Rise of End-User</p>
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[27] IFLA Library Reference Model. Un modello concettuale per le informazioni bibliografiche,
International Federation of Library Associations and Institutions (2017). URL:
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[28] Miller, G.A.: WordNet: a lexical database for English. Commun. ACM 38, 39-41 (1995).</p>
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