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What Do Humanities Scholars Need? A User Model for Recommendation in Digital Archives

  • Florian Atzenhofer-Baumgartner*
  • , Dominik Kowald
  • *Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference paperpeer-review

Abstract

User models for recommender systems (RecSys) typically assume stable preferences, similarity-based relevance, and session-bounded interactions - assumptions derived from high-volume consumer contexts. This paper investigates these assumptions for humanities scholars working with digital archives. Following a human-centered design approach, we conducted focus groups and analyzed interview data from 18 researchers. Our analysis identifies four dimensions where scholarly information-seeking diverges from common RecSys user modeling: (1) context volatility - preferences shift with research tasks and domain expertise; (2) epistemic trust - relevance depends on verifiable provenance; (3) contrastive seeking - researchers seek items that challenge their current direction; and (4) strand continuity - research spans long-term threads rather than discrete sessions. We discuss implications for user modeling and outline how these dimensions relate to collaborative filtering, content-based, and session-based recommendation. We propose these dimensions as a diagnostic framework applicable beyond archives to similar application domains where typical user modeling assumptions may not hold.

Original languageEnglish
Title of host publicationUMAP 2026 - Proceedings of the 34th ACM International Conference on User Modeling, Adaptation and Personalization
PublisherAssociation for Computing Machinery (ACM)
Pages450-454
Number of pages5
ISBN (Electronic)9798400723117
DOIs
Publication statusPublished - 7 Jun 2026
Event34th ACM International Conference on User Modeling, Adaptation and Personalization, UMAP 2026 - Gothenburg, Sweden
Duration: 8 Jun 202611 Jun 2026

Publication series

NameUMAP 2026 - Proceedings of the 34th ACM International Conference on User Modeling, Adaptation and Personalization

Conference

Conference34th ACM International Conference on User Modeling, Adaptation and Personalization, UMAP 2026
Country/TerritorySweden
CityGothenburg
Period8/06/2611/06/26

Keywords

  • digital archives
  • digital humanities
  • human-centered design
  • information-seeking behavior
  • recommender systems
  • user modeling

ASJC Scopus subject areas

  • Artificial Intelligence
  • Human-Computer Interaction
  • Safety, Risk, Reliability and Quality
  • Media Technology
  • Modelling and Simulation

Fields of Expertise

  • Information, Communication & Computing

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