---
_id: '61325'
author:
- first_name: Anna-Lisa
  full_name: Vollmer, Anna-Lisa
  last_name: Vollmer
- first_name: Heike M.
  full_name: Buhl, Heike M.
  id: '27152'
  last_name: Buhl
- first_name: Rachid
  full_name: Alami, Rachid
  last_name: Alami
- first_name: Kary
  full_name: Främling, Kary
  last_name: Främling
- first_name: Angela
  full_name: Grimminger, Angela
  id: '57578'
  last_name: Grimminger
- first_name: Meisam
  full_name: Booshehri, Meisam
  last_name: Booshehri
- first_name: Axel-Cyrille
  full_name: Ngonga Ngomo, Axel-Cyrille
  id: '65716'
  last_name: Ngonga Ngomo
citation:
  ama: 'Vollmer A-L, Buhl HM, Alami R, et al. Components of an explanation for co-constructive
    sXAI. In: Rohlfing KJ, Främling K, Lim B, Alpsancar S, Thommes K, eds. <i>Social
    Explainable AI</i>. Springer; 2026:39-53. doi:<a href="https://doi.org/10.1007/978-981-96-5290-7_3">10.1007/978-981-96-5290-7_3</a>'
  apa: Vollmer, A.-L., Buhl, H. M., Alami, R., Främling, K., Grimminger, A., Booshehri,
    M., &#38; Ngonga Ngomo, A.-C. (2026). Components of an explanation for co-constructive
    sXAI. In K. J. Rohlfing, K. Främling, B. Lim, S. Alpsancar, &#38; K. Thommes (Eds.),
    <i>Social Explainable AI</i> (pp. 39–53). Springer. <a href="https://doi.org/10.1007/978-981-96-5290-7_3">https://doi.org/10.1007/978-981-96-5290-7_3</a>
  bibtex: '@inbook{Vollmer_Buhl_Alami_Främling_Grimminger_Booshehri_Ngonga Ngomo_2026,
    title={Components of an explanation for co-constructive sXAI}, DOI={<a href="https://doi.org/10.1007/978-981-96-5290-7_3">10.1007/978-981-96-5290-7_3</a>},
    booktitle={Social Explainable AI}, publisher={Springer}, author={Vollmer, Anna-Lisa
    and Buhl, Heike M. and Alami, Rachid and Främling, Kary and Grimminger, Angela
    and Booshehri, Meisam and Ngonga Ngomo, Axel-Cyrille}, editor={Rohlfing, Katharina
    J. and Främling, Kary and Lim, Brian and Alpsancar, Suzana and Thommes, Kirsten},
    year={2026}, pages={39–53} }'
  chicago: Vollmer, Anna-Lisa, Heike M. Buhl, Rachid Alami, Kary Främling, Angela
    Grimminger, Meisam Booshehri, and Axel-Cyrille Ngonga Ngomo. “Components of an
    Explanation for Co-Constructive SXAI.” In <i>Social Explainable AI</i>, edited
    by Katharina J. Rohlfing, Kary Främling, Brian Lim, Suzana Alpsancar, and Kirsten
    Thommes, 39–53. Springer, 2026. <a href="https://doi.org/10.1007/978-981-96-5290-7_3">https://doi.org/10.1007/978-981-96-5290-7_3</a>.
  ieee: A.-L. Vollmer <i>et al.</i>, “Components of an explanation for co-constructive
    sXAI,” in <i>Social Explainable AI</i>, K. J. Rohlfing, K. Främling, B. Lim, S.
    Alpsancar, and K. Thommes, Eds. Springer, 2026, pp. 39–53.
  mla: Vollmer, Anna-Lisa, et al. “Components of an Explanation for Co-Constructive
    SXAI.” <i>Social Explainable AI</i>, edited by Katharina J. Rohlfing et al., Springer,
    2026, pp. 39–53, doi:<a href="https://doi.org/10.1007/978-981-96-5290-7_3">10.1007/978-981-96-5290-7_3</a>.
  short: 'A.-L. Vollmer, H.M. Buhl, R. Alami, K. Främling, A. Grimminger, M. Booshehri,
    A.-C. Ngonga Ngomo, in: K.J. Rohlfing, K. Främling, B. Lim, S. Alpsancar, K. Thommes
    (Eds.), Social Explainable AI, Springer, 2026, pp. 39–53.'
date_created: 2025-09-17T10:16:52Z
date_updated: 2026-03-23T18:28:01Z
department:
- _id: '660'
doi: 10.1007/978-981-96-5290-7_3
editor:
- first_name: Katharina J.
  full_name: Rohlfing, Katharina J.
  last_name: Rohlfing
- first_name: Kary
  full_name: Främling, Kary
  last_name: Främling
- first_name: Brian
  full_name: Lim, Brian
  last_name: Lim
- first_name: Suzana
  full_name: Alpsancar, Suzana
  last_name: Alpsancar
- first_name: Kirsten
  full_name: Thommes, Kirsten
  last_name: Thommes
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://link.springer.com/chapter/10.1007/978-981-96-5290-7_3
oa: '1'
page: 39-53
project:
- _id: '112'
  name: 'TRR 318; TP A02: Verstehensprozess einer Erklärung beobachten und auswerten'
- _id: '111'
  name: 'TRR 318; TP A01: Adaptives Erklären'
- _id: '114'
  name: 'TRR 318; TP A04: Integration des technischen Modells in das Partnermodell
    bei der Erklärung von digitalen Artefakten'
- _id: '123'
  name: TRR 318 - Subproject B5
- _id: '118'
  name: 'TRR 318: Project Area INF'
publication: Social Explainable AI
publication_identifier:
  eisbn:
  - 978-981-96-5290-7
publication_status: epub_ahead
publisher: Springer
quality_controlled: '1'
related_material:
  link:
  - relation: original
    url: https://link.springer.com/chapter/10.1007/978-981-96-5290-7_3
status: public
title: Components of an explanation for co-constructive sXAI
type: book_chapter
user_id: '90826'
year: '2026'
...
---
_id: '65084'
author:
- first_name: Heike M.
  full_name: Buhl, Heike M.
  id: '27152'
  last_name: Buhl
- first_name: Anna-Lisa
  full_name: Vollmer, Anna-Lisa
  id: '86589'
  last_name: Vollmer
- first_name: Rachid
  full_name: Alami, Rachid
  last_name: Alami
- first_name: Meisam
  full_name: Booshehri, Meisam
  id: '93424'
  last_name: Booshehri
- first_name: Kary
  full_name: Främling, Kary
  last_name: Främling
citation:
  ama: 'Buhl HM, Vollmer A-L, Alami R, Booshehri M, Främling K. Models of the situation,
    the explanandum, and the interaction partner. In: Rohlfing KJ, Främling K, Lim
    B, Alpsancar S, Thommes K, eds. <i>Social Explainable AI</i>. Springer; 2026:269-295.
    doi:<a href="https://doi.org/10.1007/978-981-96-5290-7_14">https://doi.org/10.1007/978-981-96-5290-7_14</a>'
  apa: Buhl, H. M., Vollmer, A.-L., Alami, R., Booshehri, M., &#38; Främling, K. (2026).
    Models of the situation, the explanandum, and the interaction partner. In K. J.
    Rohlfing, K. Främling, B. Lim, S. Alpsancar, &#38; K. Thommes (Eds.), <i>Social
    explainable AI</i> (pp. 269–295). Springer. <a href="https://doi.org/10.1007/978-981-96-5290-7_14">https://doi.org/10.1007/978-981-96-5290-7_14</a>
  bibtex: '@inbook{Buhl_Vollmer_Alami_Booshehri_Främling_2026, title={Models of the
    situation, the explanandum, and the interaction partner}, DOI={<a href="https://doi.org/10.1007/978-981-96-5290-7_14">https://doi.org/10.1007/978-981-96-5290-7_14</a>},
    booktitle={Social explainable AI}, publisher={Springer}, author={Buhl, Heike M.
    and Vollmer, Anna-Lisa and Alami, Rachid and Booshehri, Meisam and Främling, Kary},
    editor={Rohlfing, Katharina J. and Främling, Kary and Lim, Brian and Alpsancar,
    Suzana and Thommes, Kisten}, year={2026}, pages={269–295} }'
  chicago: Buhl, Heike M., Anna-Lisa Vollmer, Rachid Alami, Meisam Booshehri, and
    Kary Främling. “Models of the Situation, the Explanandum, and the Interaction
    Partner.” In <i>Social Explainable AI</i>, edited by Katharina J. Rohlfing, Kary
    Främling, Brian Lim, Suzana Alpsancar, and Kisten Thommes, 269–95. Springer, 2026.
    <a href="https://doi.org/10.1007/978-981-96-5290-7_14">https://doi.org/10.1007/978-981-96-5290-7_14</a>.
  ieee: H. M. Buhl, A.-L. Vollmer, R. Alami, M. Booshehri, and K. Främling, “Models
    of the situation, the explanandum, and the interaction partner,” in <i>Social
    explainable AI</i>, K. J. Rohlfing, K. Främling, B. Lim, S. Alpsancar, and K.
    Thommes, Eds. Springer, 2026, pp. 269–295.
  mla: Buhl, Heike M., et al. “Models of the Situation, the Explanandum, and the Interaction
    Partner.” <i>Social Explainable AI</i>, edited by Katharina J. Rohlfing et al.,
    Springer, 2026, pp. 269–95, doi:<a href="https://doi.org/10.1007/978-981-96-5290-7_14">https://doi.org/10.1007/978-981-96-5290-7_14</a>.
  short: 'H.M. Buhl, A.-L. Vollmer, R. Alami, M. Booshehri, K. Främling, in: K.J.
    Rohlfing, K. Främling, B. Lim, S. Alpsancar, K. Thommes (Eds.), Social Explainable
    AI, Springer, 2026, pp. 269–295.'
date_created: 2026-03-23T08:06:57Z
date_updated: 2026-03-23T18:24:49Z
department:
- _id: '427'
- _id: '660'
doi: https://doi.org/10.1007/978-981-96-5290-7_14
editor:
- first_name: Katharina J.
  full_name: Rohlfing, Katharina J.
  last_name: Rohlfing
- first_name: Kary
  full_name: Främling, Kary
  last_name: Främling
- first_name: Brian
  full_name: Lim, Brian
  last_name: Lim
- first_name: Suzana
  full_name: Alpsancar, Suzana
  last_name: Alpsancar
- first_name: Kisten
  full_name: Thommes, Kisten
  last_name: Thommes
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://link.springer.com/chapter/10.1007/978-981-96-5290-7_14
oa: '1'
page: 269-295
project:
- _id: '111'
  name: 'TRR 318; TP A01: Adaptives Erklären'
- _id: '114'
  name: 'TRR 318; TP A04: Integration des technischen Modells in das Partnermodell
    bei der Erklärung von digitalen Artefakten'
- _id: '121'
  name: 'TRR 318; TP B01: Ein dialogbasierter Ansatz zur Erklärung von Modellen des
    maschinellen Lernens'
publication: Social explainable AI
publisher: Springer
related_material:
  link:
  - relation: confirmation
    url: https://link.springer.com/chapter/10.1007/978-981-96-5290-7_14
status: public
title: Models of the situation, the explanandum, and the interaction partner
type: book_chapter
user_id: '90826'
year: '2026'
...
---
_id: '65083'
author:
- first_name: Heike M.
  full_name: Buhl, Heike M.
  id: '27152'
  last_name: Buhl
- first_name: Britta
  full_name: Wrede, Britta
  last_name: Wrede
- first_name: Josephine Beryl
  full_name: Fisher, Josephine Beryl
  id: '56345'
  last_name: Fisher
  orcid: 0000-0002-9997-9241
- first_name: Marco
  full_name: Matarese, Marco
  last_name: Matarese
citation:
  ama: 'Buhl HM, Wrede B, Fisher JB, Matarese M. Adaptation. In: Rohlfing KJ, Främling
    K, Lim B, Alpsancar S, Thommes K, eds. <i>Social Explainable AI</i>. Springer;
    2026:247-267. doi:<a href="https://doi.org/10.1007/978-981-96-5290-7_13">https://doi.org/10.1007/978-981-96-5290-7_13</a>'
  apa: Buhl, H. M., Wrede, B., Fisher, J. B., &#38; Matarese, M. (2026). Adaptation.
    In K. J. Rohlfing, K. Främling, B. Lim, S. Alpsancar, &#38; K. Thommes (Eds.),
    <i>Social Explainable AI</i> (pp. 247–267). Springer. <a href="https://doi.org/10.1007/978-981-96-5290-7_13">https://doi.org/10.1007/978-981-96-5290-7_13</a>
  bibtex: '@inbook{Buhl_Wrede_Fisher_Matarese_2026, title={Adaptation}, DOI={<a href="https://doi.org/10.1007/978-981-96-5290-7_13">https://doi.org/10.1007/978-981-96-5290-7_13</a>},
    booktitle={Social Explainable AI}, publisher={Springer}, author={Buhl, Heike M.
    and Wrede, Britta and Fisher, Josephine Beryl and Matarese, Marco}, editor={Rohlfing,
    Katharina J. and Främling, Kary and Lim, Brian and Alpsancar, Suzana and Thommes,
    Kirsten}, year={2026}, pages={247–267} }'
  chicago: Buhl, Heike M., Britta Wrede, Josephine Beryl Fisher, and Marco Matarese.
    “Adaptation.” In <i>Social Explainable AI</i>, edited by Katharina J. Rohlfing,
    Kary Främling, Brian Lim, Suzana Alpsancar, and Kirsten Thommes, 247–67. Springer,
    2026. <a href="https://doi.org/10.1007/978-981-96-5290-7_13">https://doi.org/10.1007/978-981-96-5290-7_13</a>.
  ieee: H. M. Buhl, B. Wrede, J. B. Fisher, and M. Matarese, “Adaptation,” in <i>Social
    Explainable AI</i>, K. J. Rohlfing, K. Främling, B. Lim, S. Alpsancar, and K.
    Thommes, Eds. Springer, 2026, pp. 247–267.
  mla: Buhl, Heike M., et al. “Adaptation.” <i>Social Explainable AI</i>, edited by
    Katharina J. Rohlfing et al., Springer, 2026, pp. 247–67, doi:<a href="https://doi.org/10.1007/978-981-96-5290-7_13">https://doi.org/10.1007/978-981-96-5290-7_13</a>.
  short: 'H.M. Buhl, B. Wrede, J.B. Fisher, M. Matarese, in: K.J. Rohlfing, K. Främling,
    B. Lim, S. Alpsancar, K. Thommes (Eds.), Social Explainable AI, Springer, 2026,
    pp. 247–267.'
date_created: 2026-03-23T07:55:56Z
date_updated: 2026-03-23T18:25:34Z
department:
- _id: '427'
- _id: '660'
doi: https://doi.org/10.1007/978-981-96-5290-7_13
editor:
- first_name: Katharina J.
  full_name: Rohlfing, Katharina J.
  last_name: Rohlfing
- first_name: Kary
  full_name: Främling, Kary
  last_name: Främling
- first_name: Brian
  full_name: Lim, Brian
  last_name: Lim
- first_name: Suzana
  full_name: Alpsancar, Suzana
  last_name: Alpsancar
- first_name: Kirsten
  full_name: Thommes, Kirsten
  last_name: Thommes
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://link.springer.com/chapter/10.1007/978-981-96-5290-7_13
oa: '1'
page: 247-267
project:
- _id: '111'
  name: 'TRR 318; TP A01: Adaptives Erklären'
- _id: '114'
  name: 'TRR 318; TP A04: Integration des technischen Modells in das Partnermodell
    bei der Erklärung von digitalen Artefakten'
- _id: '115'
  name: 'TRR 318; TP A05: Echtzeitmessung der Aufmerksamkeit im Mensch-Roboter-Erklärdialog'
- _id: '118'
  name: 'TRR 318: Project Area INF'
publication: Social Explainable AI
publication_identifier:
  unknown:
  - 978-981-96-5290-7
publisher: Springer
related_material:
  link:
  - relation: confirmation
    url: https://link.springer.com/chapter/10.1007/978-981-96-5290-7_13
status: public
title: Adaptation
type: book_chapter
user_id: '90826'
year: '2026'
...
---
_id: '65180'
author:
- first_name: Lutz
  full_name: Terfloth, Lutz
  id: '37320'
  last_name: Terfloth
- first_name: Heike M.
  full_name: Buhl, Heike M.
  id: '27152'
  last_name: Buhl
- first_name: Vivien
  full_name: Lohmer, Vivien
  id: '99097'
  last_name: Lohmer
- first_name: Michael
  full_name: Schaffer, Michael
  id: '92807'
  last_name: Schaffer
- first_name: Frederike
  full_name: Kern, Frederike
  last_name: Kern
- first_name: Carsten
  full_name: Schulte, Carsten
  id: '60311'
  last_name: Schulte
citation:
  ama: 'Terfloth L, Buhl HM, Lohmer V, Schaffer M, Kern F, Schulte C. <i>Bridging
    the Dual Nature: How Integrated Explanations Enhance Understanding of Technical
    Artifacts</i>.; 2026.'
  apa: 'Terfloth, L., Buhl, H. M., Lohmer, V., Schaffer, M., Kern, F., &#38; Schulte,
    C. (2026). <i>Bridging the Dual Nature: How Integrated Explanations Enhance Understanding
    of Technical Artifacts</i>.'
  bibtex: '@book{Terfloth_Buhl_Lohmer_Schaffer_Kern_Schulte_2026, title={Bridging
    the Dual Nature: How Integrated Explanations Enhance Understanding of Technical
    Artifacts}, author={Terfloth, Lutz and Buhl, Heike M. and Lohmer, Vivien and Schaffer,
    Michael and Kern, Frederike and Schulte, Carsten}, year={2026} }'
  chicago: 'Terfloth, Lutz, Heike M. Buhl, Vivien Lohmer, Michael Schaffer, Frederike
    Kern, and Carsten Schulte. <i>Bridging the Dual Nature: How Integrated Explanations
    Enhance Understanding of Technical Artifacts</i>, 2026.'
  ieee: 'L. Terfloth, H. M. Buhl, V. Lohmer, M. Schaffer, F. Kern, and C. Schulte,
    <i>Bridging the Dual Nature: How Integrated Explanations Enhance Understanding
    of Technical Artifacts</i>. 2026.'
  mla: 'Terfloth, Lutz, et al. <i>Bridging the Dual Nature: How Integrated Explanations
    Enhance Understanding of Technical Artifacts</i>. 2026.'
  short: 'L. Terfloth, H.M. Buhl, V. Lohmer, M. Schaffer, F. Kern, C. Schulte, Bridging
    the Dual Nature: How Integrated Explanations Enhance Understanding of Technical
    Artifacts, 2026.'
date_created: 2026-03-27T15:51:01Z
date_updated: 2026-03-27T15:53:19Z
department:
- _id: '427'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/pdf/2603.24325
oa: '1'
project:
- _id: '114'
  name: 'TRR 318; TP A04: Integration des technischen Modells in das Partnermodell
    bei der Erklärung von digitalen Artefakten'
status: public
title: 'Bridging the Dual Nature: How Integrated Explanations Enhance Understanding
  of Technical Artifacts'
type: working_paper
user_id: '90826'
year: '2026'
...
---
_id: '61151'
abstract:
- lang: eng
  text: In this paper, we discuss the application of retrospective video recall for
    the assessment of cognitive processes in explanatory interactions, such as understanding
    and mental models. Our purpose is to reflect on the benefits and limitations of
    video recall compared to another self-report method, ‘thinking-aloud’. To do so,
    we reveal empirical results from the application of video recall in three interdisciplinary
    research projects that applied the method for the qualitative and quantitative
    assessment of cognitive and behavioral phenomena in everyday explanations. In
    all three projects, video recall was applied as a post-hoc procedure following
    the recording of dyadic face-to-face explanations of board games. The design of
    the video recall procedure differed between individual projects because they pursued
    different research objectives – that is the investigation of (1) an interlocutor's
    multimodal signals of understanding, (2) the change in assumptions about an interlocutor's
    dispositional and situational knowledge, and (3) the differentiated assessment
    of an interlocutor's developing understanding of domain knowledge aspects by distinguishing
    between mechanistic and functional explanatory stances. By discussing the benefits
    and the limitations of each procedure, this article provides critical reflections
    on video recall as a versatile research method applied for the analysis of human
    multimodal behavior in interaction and cognitive processing.
author:
- first_name: Stefan Teodorov
  full_name: Lazarov, Stefan Teodorov
  id: '90345'
  last_name: Lazarov
  orcid: 0009-0009-0892-9483
- first_name: Michael
  full_name: Schaffer, Michael
  id: '92807'
  last_name: Schaffer
- first_name: Viviane
  full_name: Gladow, Viviane
  last_name: Gladow
- first_name: Hendrik
  full_name: Buschmeier, Hendrik
  id: '76456'
  last_name: Buschmeier
  orcid: 0000-0002-9613-5713
- first_name: Heike M.
  full_name: Buhl, Heike M.
  id: '27152'
  last_name: Buhl
- first_name: Angela
  full_name: Grimminger, Angela
  id: '57578'
  last_name: Grimminger
citation:
  ama: Lazarov ST, Schaffer M, Gladow V, Buschmeier H, Buhl HM, Grimminger A. Retrospective
    video recall for analyzing cognitive processes in naturalistic explanations.
  apa: Lazarov, S. T., Schaffer, M., Gladow, V., Buschmeier, H., Buhl, H. M., &#38;
    Grimminger, A. (n.d.). <i>Retrospective video recall for analyzing cognitive processes
    in naturalistic explanations</i>.
  bibtex: '@article{Lazarov_Schaffer_Gladow_Buschmeier_Buhl_Grimminger, title={Retrospective
    video recall for analyzing cognitive processes in naturalistic explanations},
    author={Lazarov, Stefan Teodorov and Schaffer, Michael and Gladow, Viviane and
    Buschmeier, Hendrik and Buhl, Heike M. and Grimminger, Angela} }'
  chicago: Lazarov, Stefan Teodorov, Michael Schaffer, Viviane Gladow, Hendrik Buschmeier,
    Heike M. Buhl, and Angela Grimminger. “Retrospective Video Recall for Analyzing
    Cognitive Processes in Naturalistic Explanations,” n.d.
  ieee: S. T. Lazarov, M. Schaffer, V. Gladow, H. Buschmeier, H. M. Buhl, and A. Grimminger,
    “Retrospective video recall for analyzing cognitive processes in naturalistic
    explanations.” .
  mla: Lazarov, Stefan Teodorov, et al. <i>Retrospective Video Recall for Analyzing
    Cognitive Processes in Naturalistic Explanations</i>.
  short: S.T. Lazarov, M. Schaffer, V. Gladow, H. Buschmeier, H.M. Buhl, A. Grimminger,
    (n.d.).
date_created: 2025-09-08T14:11:37Z
date_updated: 2026-03-27T16:18:03Z
department:
- _id: '660'
language:
- iso: eng
main_file_link:
- url: https://doi.org/10.31219/osf.io/u24kz_v2
page: '29'
project:
- _id: '111'
  name: 'TRR 318; TP A01: Adaptives Erklären'
- _id: '112'
  name: 'TRR 318; TP A02: Verstehensprozess einer Erklärung beobachten und auswerten'
- _id: '114'
  name: 'TRR 318; TP A04: Integration des technischen Modells in das Partnermodell
    bei der Erklärung von digitalen Artefakten'
publication_status: submitted
status: public
title: Retrospective video recall for analyzing cognitive processes in naturalistic
  explanations
type: preprint
user_id: '76456'
year: '2026'
...
---
_id: '60718'
abstract:
- lang: eng
  text: "The ability to generate explanations that are understood by explainees is
    the\r\nquintessence of explainable artificial intelligence. Since understanding\r\ndepends
    on the explainee's background and needs, recent research focused on\r\nco-constructive
    explanation dialogues, where an explainer continuously monitors\r\nthe explainee's
    understanding and adapts their explanations dynamically. We\r\ninvestigate the
    ability of large language models (LLMs) to engage as explainers\r\nin co-constructive
    explanation dialogues. In particular, we present a user\r\nstudy in which explainees
    interact with an LLM in two settings, one of which\r\ninvolves the LLM being instructed
    to explain a topic co-constructively. We\r\nevaluate the explainees' understanding
    before and after the dialogue, as well\r\nas their perception of the LLMs' co-constructive
    behavior. Our results suggest\r\nthat LLMs show some co-constructive behaviors,
    such as asking verification\r\nquestions, that foster the explainees' engagement
    and can improve understanding\r\nof a topic. However, their ability to effectively
    monitor the current\r\nunderstanding and scaffold the explanations accordingly
    remains limited."
author:
- first_name: Leandra
  full_name: Fichtel, Leandra
  last_name: Fichtel
- first_name: Maximilian
  full_name: Spliethöver, Maximilian
  last_name: Spliethöver
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  last_name: Hüllermeier
- first_name: Patricia
  full_name: Jimenez, Patricia
  id: '103339'
  last_name: Jimenez
- first_name: Nils
  full_name: Klowait, Nils
  id: '98454'
  last_name: Klowait
  orcid: 0000-0002-7347-099X
- first_name: Stefan
  full_name: Kopp, Stefan
  last_name: Kopp
- first_name: Axel-Cyrille
  full_name: Ngonga Ngomo, Axel-Cyrille
  id: '65716'
  last_name: Ngonga Ngomo
- first_name: Amelie
  full_name: Robrecht, Amelie
  last_name: Robrecht
- first_name: Ingrid
  full_name: Scharlau, Ingrid
  id: '451'
  last_name: Scharlau
  orcid: 0000-0003-2364-9489
- first_name: Lutz
  full_name: Terfloth, Lutz
  id: '37320'
  last_name: Terfloth
- first_name: Anna-Lisa
  full_name: Vollmer, Anna-Lisa
  last_name: Vollmer
- first_name: Henning
  full_name: Wachsmuth, Henning
  last_name: Wachsmuth
citation:
  ama: Fichtel L, Spliethöver M, Hüllermeier E, et al. Investigating Co-Constructive
    Behavior of Large Language Models in  Explanation Dialogues. <i>arXiv:250418483</i>.
    Published online 2025.
  apa: Fichtel, L., Spliethöver, M., Hüllermeier, E., Jimenez, P., Klowait, N., Kopp,
    S., Ngonga Ngomo, A.-C., Robrecht, A., Scharlau, I., Terfloth, L., Vollmer, A.-L.,
    &#38; Wachsmuth, H. (2025). Investigating Co-Constructive Behavior of Large Language
    Models in  Explanation Dialogues. In <i>arXiv:2504.18483</i>.
  bibtex: '@article{Fichtel_Spliethöver_Hüllermeier_Jimenez_Klowait_Kopp_Ngonga Ngomo_Robrecht_Scharlau_Terfloth_et
    al._2025, title={Investigating Co-Constructive Behavior of Large Language Models
    in  Explanation Dialogues}, journal={arXiv:2504.18483}, author={Fichtel, Leandra
    and Spliethöver, Maximilian and Hüllermeier, Eyke and Jimenez, Patricia and Klowait,
    Nils and Kopp, Stefan and Ngonga Ngomo, Axel-Cyrille and Robrecht, Amelie and
    Scharlau, Ingrid and Terfloth, Lutz and et al.}, year={2025} }'
  chicago: Fichtel, Leandra, Maximilian Spliethöver, Eyke Hüllermeier, Patricia Jimenez,
    Nils Klowait, Stefan Kopp, Axel-Cyrille Ngonga Ngomo, et al. “Investigating Co-Constructive
    Behavior of Large Language Models in  Explanation Dialogues.” <i>ArXiv:2504.18483</i>,
    2025.
  ieee: L. Fichtel <i>et al.</i>, “Investigating Co-Constructive Behavior of Large
    Language Models in  Explanation Dialogues,” <i>arXiv:2504.18483</i>. 2025.
  mla: Fichtel, Leandra, et al. “Investigating Co-Constructive Behavior of Large Language
    Models in  Explanation Dialogues.” <i>ArXiv:2504.18483</i>, 2025.
  short: L. Fichtel, M. Spliethöver, E. Hüllermeier, P. Jimenez, N. Klowait, S. Kopp,
    A.-C. Ngonga Ngomo, A. Robrecht, I. Scharlau, L. Terfloth, A.-L. Vollmer, H. Wachsmuth,
    ArXiv:2504.18483 (2025).
date_created: 2025-07-22T13:10:42Z
date_updated: 2025-07-23T11:23:32Z
external_id:
  arxiv:
  - '2504.18483'
has_accepted_license: '1'
language:
- iso: eng
main_file_link:
- url: https://arxiv.org/pdf/2504.18483
page: '20'
project:
- _id: '121'
  grant_number: '438445824'
  name: 'TRR 318 - B01: TRR 318 - Ein dialogbasierter Ansatz zur Erklärung von Modellen
    des maschinellen Lernens (Teilprojekt B01)'
- _id: '127'
  name: 'TRR 318 - C4: TRR 318 - Subproject C4 - Metaphern als Werkzeug des Erklärens'
- _id: '122'
  name: 'TRR 318 - B3: TRR 318 - Subproject B3'
- _id: '119'
  name: 'TRR 318 - Ö: TRR 318 - Project Area Ö'
- _id: '114'
  grant_number: '438445824'
  name: 'TRR 318 - A04: TRR 318 - Integration des technischen Modells in das Partnermodell
    bei der Erklärung von digitalen Artefakten (Teilprojekt A04)'
publication: arXiv:2504.18483
status: public
title: Investigating Co-Constructive Behavior of Large Language Models in  Explanation
  Dialogues
type: preprint
user_id: '98454'
year: '2025'
...
---
_id: '61234'
abstract:
- lang: eng
  text: "The ability to generate explanations that are understood by explainees is
    the\r\nquintessence of explainable artificial intelligence. Since understanding\r\ndepends
    on the explainee's background and needs, recent research focused on\r\nco-constructive
    explanation dialogues, where an explainer continuously monitors\r\nthe explainee's
    understanding and adapts their explanations dynamically. We\r\ninvestigate the
    ability of large language models (LLMs) to engage as explainers\r\nin co-constructive
    explanation dialogues. In particular, we present a user\r\nstudy in which explainees
    interact with an LLM in two settings, one of which\r\ninvolves the LLM being instructed
    to explain a topic co-constructively. We\r\nevaluate the explainees' understanding
    before and after the dialogue, as well\r\nas their perception of the LLMs' co-constructive
    behavior. Our results suggest\r\nthat LLMs show some co-constructive behaviors,
    such as asking verification\r\nquestions, that foster the explainees' engagement
    and can improve understanding\r\nof a topic. However, their ability to effectively
    monitor the current\r\nunderstanding and scaffold the explanations accordingly
    remains limited."
author:
- first_name: Leandra
  full_name: Fichtel, Leandra
  last_name: Fichtel
- first_name: Maximilian
  full_name: Spliethöver, Maximilian
  id: '84035'
  last_name: Spliethöver
  orcid: 0000-0003-4364-1409
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
- first_name: Patricia
  full_name: Jimenez, Patricia
  id: '103339'
  last_name: Jimenez
- first_name: Nils
  full_name: Klowait, Nils
  id: '98454'
  last_name: Klowait
  orcid: 0000-0002-7347-099X
- first_name: Stefan
  full_name: Kopp, Stefan
  last_name: Kopp
- first_name: Axel-Cyrille
  full_name: Ngonga Ngomo, Axel-Cyrille
  id: '65716'
  last_name: Ngonga Ngomo
- first_name: Amelie
  full_name: Robrecht, Amelie
  id: '91982'
  last_name: Robrecht
  orcid: 0000-0001-5622-8248
- first_name: Ingrid
  full_name: Scharlau, Ingrid
  id: '451'
  last_name: Scharlau
  orcid: 0000-0003-2364-9489
- first_name: Lutz
  full_name: Terfloth, Lutz
  id: '37320'
  last_name: Terfloth
- first_name: Anna-Lisa
  full_name: Vollmer, Anna-Lisa
  id: '86589'
  last_name: Vollmer
- first_name: Henning
  full_name: Wachsmuth, Henning
  id: '3900'
  last_name: Wachsmuth
citation:
  ama: 'Fichtel L, Spliethöver M, Hüllermeier E, et al. Investigating Co-Constructive
    Behavior of Large Language Models in  Explanation Dialogues. In: <i>Proceedings
    of the 26th Annual Meeting of the Special Interest Group on Discourse and Dialogue</i>.
    Association for Computational Linguistics.'
  apa: Fichtel, L., Spliethöver, M., Hüllermeier, E., Jimenez, P., Klowait, N., Kopp,
    S., Ngonga Ngomo, A.-C., Robrecht, A., Scharlau, I., Terfloth, L., Vollmer, A.-L.,
    &#38; Wachsmuth, H. (n.d.). Investigating Co-Constructive Behavior of Large Language
    Models in  Explanation Dialogues. <i>Proceedings of the 26th Annual Meeting of
    the Special Interest Group on Discourse and Dialogue</i>. Annual Meeting of the
    Special Interest Group on Discourse and Dialogue.
  bibtex: '@inproceedings{Fichtel_Spliethöver_Hüllermeier_Jimenez_Klowait_Kopp_Ngonga
    Ngomo_Robrecht_Scharlau_Terfloth_et al., place={Avignon, France}, title={Investigating
    Co-Constructive Behavior of Large Language Models in  Explanation Dialogues},
    booktitle={Proceedings of the 26th Annual Meeting of the Special Interest Group
    on Discourse and Dialogue}, publisher={Association for Computational Linguistics},
    author={Fichtel, Leandra and Spliethöver, Maximilian and Hüllermeier, Eyke and
    Jimenez, Patricia and Klowait, Nils and Kopp, Stefan and Ngonga Ngomo, Axel-Cyrille
    and Robrecht, Amelie and Scharlau, Ingrid and Terfloth, Lutz and et al.} }'
  chicago: 'Fichtel, Leandra, Maximilian Spliethöver, Eyke Hüllermeier, Patricia Jimenez,
    Nils Klowait, Stefan Kopp, Axel-Cyrille Ngonga Ngomo, et al. “Investigating Co-Constructive
    Behavior of Large Language Models in  Explanation Dialogues.” In <i>Proceedings
    of the 26th Annual Meeting of the Special Interest Group on Discourse and Dialogue</i>.
    Avignon, France: Association for Computational Linguistics, n.d.'
  ieee: L. Fichtel <i>et al.</i>, “Investigating Co-Constructive Behavior of Large
    Language Models in  Explanation Dialogues,” presented at the Annual Meeting of
    the Special Interest Group on Discourse and Dialogue.
  mla: Fichtel, Leandra, et al. “Investigating Co-Constructive Behavior of Large Language
    Models in  Explanation Dialogues.” <i>Proceedings of the 26th Annual Meeting of
    the Special Interest Group on Discourse and Dialogue</i>, Association for Computational
    Linguistics.
  short: 'L. Fichtel, M. Spliethöver, E. Hüllermeier, P. Jimenez, N. Klowait, S. Kopp,
    A.-C. Ngonga Ngomo, A. Robrecht, I. Scharlau, L. Terfloth, A.-L. Vollmer, H. Wachsmuth,
    in: Proceedings of the 26th Annual Meeting of the Special Interest Group on Discourse
    and Dialogue, Association for Computational Linguistics, Avignon, France, n.d.'
conference:
  name: Annual Meeting of the Special Interest Group on Discourse and Dialogue
date_created: 2025-09-11T16:11:17Z
date_updated: 2025-09-12T09:50:48Z
department:
- _id: '660'
external_id:
  arxiv:
  - '2504.18483'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/abs/2504.18483
oa: '1'
place: Avignon, France
project:
- _id: '118'
  name: 'TRR 318: Project Area INF'
- _id: '121'
  name: 'TRR 318; TP B01: Ein dialogbasierter Ansatz zur Erklärung von Modellen des
    maschinellen Lernens'
- _id: '127'
  name: 'TRR 318; TP C04: Metaphern als Werkzeug des Erklärens'
- _id: '122'
  name: TRR 318 - Subproject B3
- _id: '119'
  name: TRR 318 - Project Area Ö
- _id: '114'
  name: 'TRR 318; TP A04: Integration des technischen Modells in das Partnermodell
    bei der Erklärung von digitalen Artefakten'
publication: Proceedings of the 26th Annual Meeting of the Special Interest Group
  on Discourse and Dialogue
publication_status: accepted
publisher: Association for Computational Linguistics
related_material:
  link:
  - relation: software
    url: https://github.com/webis-de/sigdial25-co-constructive-llms
  - relation: research_data
    url: https://github.com/webis-de/sigdial25-co-constructive-llms-data
status: public
title: Investigating Co-Constructive Behavior of Large Language Models in  Explanation
  Dialogues
type: conference
user_id: '84035'
year: '2025'
...
---
_id: '61243'
author:
- first_name: Josephine Beryl
  full_name: Fisher, Josephine Beryl
  id: '56345'
  last_name: Fisher
  orcid: 0000-0002-9997-9241
- first_name: Lutz
  full_name: Terfloth, Lutz
  id: '37320'
  last_name: Terfloth
citation:
  ama: 'Fisher JB, Terfloth L. The Dual Nature as a Local Context to Explore Verbal
    Behaviour in Game Explanations. In: <i> Proceedings of the 29th Workshop on the
    Semantics and Pragmatics of Dialogue (SemDial 2025)</i>. ; 2025.'
  apa: Fisher, J. B., &#38; Terfloth, L. (2025). The Dual Nature as a Local Context
    to Explore Verbal Behaviour in Game Explanations. <i> Proceedings of the 29th
    Workshop on the Semantics and Pragmatics of Dialogue (SemDial 2025)</i>.
  bibtex: '@inproceedings{Fisher_Terfloth_2025, title={The Dual Nature as a Local
    Context to Explore Verbal Behaviour in Game Explanations}, booktitle={ Proceedings
    of the 29th Workshop on the Semantics and Pragmatics of Dialogue (SemDial 2025)},
    author={Fisher, Josephine Beryl and Terfloth, Lutz}, year={2025} }'
  chicago: Fisher, Josephine Beryl, and Lutz Terfloth. “The Dual Nature as a Local
    Context to Explore Verbal Behaviour in Game Explanations.” In <i> Proceedings
    of the 29th Workshop on the Semantics and Pragmatics of Dialogue (SemDial 2025)</i>,
    2025.
  ieee: J. B. Fisher and L. Terfloth, “The Dual Nature as a Local Context to Explore
    Verbal Behaviour in Game Explanations,” 2025.
  mla: Fisher, Josephine Beryl, and Lutz Terfloth. “The Dual Nature as a Local Context
    to Explore Verbal Behaviour in Game Explanations.” <i> Proceedings of the 29th
    Workshop on the Semantics and Pragmatics of Dialogue (SemDial 2025)</i>, 2025.
  short: 'J.B. Fisher, L. Terfloth, in:  Proceedings of the 29th Workshop on the Semantics
    and Pragmatics of Dialogue (SemDial 2025), 2025.'
date_created: 2025-09-12T09:28:30Z
date_updated: 2025-09-15T14:36:06Z
department:
- _id: '660'
language:
- iso: eng
main_file_link:
- url: https://www.semdial.org/anthology/Z25-Fisher_semdial_4432.pdf
project:
- _id: '111'
  name: 'TRR 318; TP A01: Adaptives Erklären'
- _id: '114'
  name: 'TRR 318; TP A04: Integration des technischen Modells in das Partnermodell
    bei der Erklärung von digitalen Artefakten'
publication: ' Proceedings of the 29th Workshop on the Semantics and Pragmatics of
  Dialogue (SemDial 2025)'
status: public
title: The Dual Nature as a Local Context to Explore Verbal Behaviour in Game Explanations
type: conference_abstract
user_id: '56345'
year: '2025'
...
---
_id: '57531'
author:
- first_name: Suzana
  full_name: Alpsancar, Suzana
  id: '93637'
  last_name: Alpsancar
- first_name: Heike M.
  full_name: Buhl, Heike M.
  id: '27152'
  last_name: Buhl
- first_name: Tobias
  full_name: Matzner, Tobias
  id: '65695'
  last_name: Matzner
- first_name: Ingrid
  full_name: Scharlau, Ingrid
  id: '451'
  last_name: Scharlau
  orcid: 0000-0003-2364-9489
citation:
  ama: 'Alpsancar S, Buhl HM, Matzner T, Scharlau I. Explanation needs and ethical
    demands: unpacking the instrumental value of XAI. <i>AI and Ethics</i>. 2025;5:3015–3033.
    doi:<a href="https://doi.org/10.1007/s43681-024-00622-3">https://doi.org/10.1007/s43681-024-00622-3</a>'
  apa: 'Alpsancar, S., Buhl, H. M., Matzner, T., &#38; Scharlau, I. (2025). Explanation
    needs and ethical demands: unpacking the instrumental value of XAI. <i>AI and
    Ethics</i>, <i>5</i>, 3015–3033. <a href="https://doi.org/10.1007/s43681-024-00622-3">https://doi.org/10.1007/s43681-024-00622-3</a>'
  bibtex: '@article{Alpsancar_Buhl_Matzner_Scharlau_2025, title={Explanation needs
    and ethical demands: unpacking the instrumental value of XAI}, volume={5}, DOI={<a
    href="https://doi.org/10.1007/s43681-024-00622-3">https://doi.org/10.1007/s43681-024-00622-3</a>},
    journal={AI and Ethics}, publisher={Springer}, author={Alpsancar, Suzana and Buhl,
    Heike M. and Matzner, Tobias and Scharlau, Ingrid}, year={2025}, pages={3015–3033}
    }'
  chicago: 'Alpsancar, Suzana, Heike M. Buhl, Tobias Matzner, and Ingrid Scharlau.
    “Explanation Needs and Ethical Demands: Unpacking the Instrumental Value of XAI.”
    <i>AI and Ethics</i> 5 (2025): 3015–3033. <a href="https://doi.org/10.1007/s43681-024-00622-3">https://doi.org/10.1007/s43681-024-00622-3</a>.'
  ieee: 'S. Alpsancar, H. M. Buhl, T. Matzner, and I. Scharlau, “Explanation needs
    and ethical demands: unpacking the instrumental value of XAI,” <i>AI and Ethics</i>,
    vol. 5, pp. 3015–3033, 2025, doi: <a href="https://doi.org/10.1007/s43681-024-00622-3">https://doi.org/10.1007/s43681-024-00622-3</a>.'
  mla: 'Alpsancar, Suzana, et al. “Explanation Needs and Ethical Demands: Unpacking
    the Instrumental Value of XAI.” <i>AI and Ethics</i>, vol. 5, Springer, 2025,
    pp. 3015–3033, doi:<a href="https://doi.org/10.1007/s43681-024-00622-3">https://doi.org/10.1007/s43681-024-00622-3</a>.'
  short: S. Alpsancar, H.M. Buhl, T. Matzner, I. Scharlau, AI and Ethics 5 (2025)
    3015–3033.
date_created: 2024-12-02T08:32:00Z
date_updated: 2025-11-25T21:27:44Z
department:
- _id: '756'
- _id: '26'
doi: https://doi.org/10.1007/s43681-024-00622-3
intvolume: '         5'
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
page: 3015–3033
project:
- _id: '370'
  name: 'TRR 318 - B06: TRR 318 - Teilprojekt B6 - Ethik und Normativität der erklärbaren
    KI'
- _id: '111'
  name: 'TRR 318 - A01: TRR 318 - Adaptives Erklären (Teilprojekt A01)'
- _id: '114'
  name: 'TRR 318 - A04: TRR 318 - Integration des technischen Modells in das Partnermodell
    bei der Erklärung von digitalen Artefakten (Teilprojekt A04)'
publication: AI and Ethics
publication_status: published
publisher: Springer
related_material:
  link:
  - relation: confirmation
    url: https://links.springernature.com/f/a/xjbXcT06ufIgbHT1duGaHQ~~/AABE5gA~/RgRpMhXcP0SiaHR0cHM6Ly9saW5rLnNwcmluZ2VyLmNvbS8xMC4xMDA3L3M0MzY4MS0wMjQtMDA2MjItMz91dG1fc291cmNlPXJjdF9jb25ncmF0ZW1haWx0JnV0bV9tZWRpdW09ZW1haWwmdXRtX2NhbXBhaWduPW9hXzIwMjQxMjAzJnV0bV9jb250ZW50PTEwLjEwMDcvczQzNjgxLTAyNC0wMDYyMi0zVwNzcGNCCmdG3JBPZxsDc2FSIXN1emFuYS5hbHBzYW5jYXJAdW5pLXBhZGVyYm9ybi5kZVgEAAAHLA~~
status: public
title: 'Explanation needs and ethical demands: unpacking the instrumental value of
  XAI'
type: journal_article
user_id: '93637'
volume: 5
year: '2025'
...
---
_id: '61156'
abstract:
- lang: eng
  text: Explainability has become an important topic in computer science and artificial
    intelligence, leading to a subfield called Explainable Artificial Intelligence
    (XAI). The goal of providing or seeking explanations is to achieve (better) ‘understanding’
    on the part of the explainee. However, what it means to ‘understand’ is still
    not clearly defined, and the concept itself is rarely the subject of scientific
    investigation. This conceptual article aims to present a model of forms of understanding
    for XAI-explanations and beyond. From an interdisciplinary perspective bringing
    together computer science, linguistics, sociology, philosophy and psychology,
    a definition of understanding and its forms, assessment, and dynamics during the
    process of giving everyday explanations are explored. Two types of understanding
    are considered as possible outcomes of explanations, namely enabledness, ‘knowing
    how’ to do or decide something, and comprehension, ‘knowing that’ – both in different
    degrees (from shallow to deep). Explanations regularly start with shallow understanding
    in a specific domain and can lead to deep comprehension and enabledness of the
    explanandum, which we see as a prerequisite for human users to gain agency. In
    this process, the increase of comprehension and enabledness are highly interdependent.
    Against the background of this systematization, special challenges of understanding
    in XAI are discussed.
article_number: '101419'
article_type: original
author:
- first_name: Hendrik
  full_name: Buschmeier, Hendrik
  id: '76456'
  last_name: Buschmeier
  orcid: 0000-0002-9613-5713
- first_name: Heike M.
  full_name: Buhl, Heike M.
  id: '27152'
  last_name: Buhl
- first_name: Friederike
  full_name: Kern, Friederike
  last_name: Kern
- first_name: Angela
  full_name: Grimminger, Angela
  id: '57578'
  last_name: Grimminger
- first_name: Helen
  full_name: Beierling, Helen
  id: '50995'
  last_name: Beierling
- first_name: Josephine Beryl
  full_name: Fisher, Josephine Beryl
  id: '56345'
  last_name: Fisher
  orcid: 0000-0002-9997-9241
- first_name: André
  full_name: Groß, André
  id: '93405'
  last_name: Groß
  orcid: 0000-0002-9593-7220
- first_name: Ilona
  full_name: Horwath, Ilona
  id: '68836'
  last_name: Horwath
- first_name: Nils
  full_name: Klowait, Nils
  id: '98454'
  last_name: Klowait
  orcid: 0000-0002-7347-099X
- first_name: Stefan Teodorov
  full_name: Lazarov, Stefan Teodorov
  id: '90345'
  last_name: Lazarov
  orcid: 0009-0009-0892-9483
- first_name: Michael
  full_name: Lenke, Michael
  last_name: Lenke
- first_name: Vivien
  full_name: Lohmer, Vivien
  last_name: Lohmer
- first_name: Katharina
  full_name: Rohlfing, Katharina
  id: '50352'
  last_name: Rohlfing
  orcid: 0000-0002-5676-8233
- first_name: Ingrid
  full_name: Scharlau, Ingrid
  id: '451'
  last_name: Scharlau
  orcid: 0000-0003-2364-9489
- first_name: Amit
  full_name: Singh, Amit
  id: '91018'
  last_name: Singh
  orcid: 0000-0002-7789-1521
- first_name: Lutz
  full_name: Terfloth, Lutz
  id: '37320'
  last_name: Terfloth
- first_name: Anna-Lisa
  full_name: Vollmer, Anna-Lisa
  id: '86589'
  last_name: Vollmer
- first_name: Yu
  full_name: Wang, Yu
  last_name: Wang
- first_name: Annedore
  full_name: Wilmes, Annedore
  last_name: Wilmes
- first_name: Britta
  full_name: Wrede, Britta
  last_name: Wrede
citation:
  ama: Buschmeier H, Buhl HM, Kern F, et al. Forms of Understanding for XAI-Explanations.
    <i>Cognitive Systems Research</i>. 2025;94. doi:<a href="https://doi.org/10.1016/j.cogsys.2025.101419">10.1016/j.cogsys.2025.101419</a>
  apa: Buschmeier, H., Buhl, H. M., Kern, F., Grimminger, A., Beierling, H., Fisher,
    J. B., Groß, A., Horwath, I., Klowait, N., Lazarov, S. T., Lenke, M., Lohmer,
    V., Rohlfing, K., Scharlau, I., Singh, A., Terfloth, L., Vollmer, A.-L., Wang,
    Y., Wilmes, A., &#38; Wrede, B. (2025). Forms of Understanding for XAI-Explanations.
    <i>Cognitive Systems Research</i>, <i>94</i>, Article 101419. <a href="https://doi.org/10.1016/j.cogsys.2025.101419">https://doi.org/10.1016/j.cogsys.2025.101419</a>
  bibtex: '@article{Buschmeier_Buhl_Kern_Grimminger_Beierling_Fisher_Groß_Horwath_Klowait_Lazarov_et
    al._2025, title={Forms of Understanding for XAI-Explanations}, volume={94}, DOI={<a
    href="https://doi.org/10.1016/j.cogsys.2025.101419">10.1016/j.cogsys.2025.101419</a>},
    number={101419}, journal={Cognitive Systems Research}, author={Buschmeier, Hendrik
    and Buhl, Heike M. and Kern, Friederike and Grimminger, Angela and Beierling,
    Helen and Fisher, Josephine Beryl and Groß, André and Horwath, Ilona and Klowait,
    Nils and Lazarov, Stefan Teodorov and et al.}, year={2025} }'
  chicago: Buschmeier, Hendrik, Heike M. Buhl, Friederike Kern, Angela Grimminger,
    Helen Beierling, Josephine Beryl Fisher, André Groß, et al. “Forms of Understanding
    for XAI-Explanations.” <i>Cognitive Systems Research</i> 94 (2025). <a href="https://doi.org/10.1016/j.cogsys.2025.101419">https://doi.org/10.1016/j.cogsys.2025.101419</a>.
  ieee: 'H. Buschmeier <i>et al.</i>, “Forms of Understanding for XAI-Explanations,”
    <i>Cognitive Systems Research</i>, vol. 94, Art. no. 101419, 2025, doi: <a href="https://doi.org/10.1016/j.cogsys.2025.101419">10.1016/j.cogsys.2025.101419</a>.'
  mla: Buschmeier, Hendrik, et al. “Forms of Understanding for XAI-Explanations.”
    <i>Cognitive Systems Research</i>, vol. 94, 101419, 2025, doi:<a href="https://doi.org/10.1016/j.cogsys.2025.101419">10.1016/j.cogsys.2025.101419</a>.
  short: H. Buschmeier, H.M. Buhl, F. Kern, A. Grimminger, H. Beierling, J.B. Fisher,
    A. Groß, I. Horwath, N. Klowait, S.T. Lazarov, M. Lenke, V. Lohmer, K. Rohlfing,
    I. Scharlau, A. Singh, L. Terfloth, A.-L. Vollmer, Y. Wang, A. Wilmes, B. Wrede,
    Cognitive Systems Research 94 (2025).
date_created: 2025-09-08T14:24:32Z
date_updated: 2025-12-05T15:32:25Z
ddc:
- '006'
department:
- _id: '660'
doi: 10.1016/j.cogsys.2025.101419
file:
- access_level: closed
  content_type: application/pdf
  creator: hbuschme
  date_created: 2025-12-01T21:02:20Z
  date_updated: 2025-12-01T21:02:20Z
  file_id: '62730'
  file_name: Buschmeier-etal-2025-COGSYS.pdf
  file_size: 10114981
  relation: main_file
  success: 1
file_date_updated: 2025-12-01T21:02:20Z
has_accepted_license: '1'
intvolume: '        94'
keyword:
- understanding
- explaining
- explanations
- explainable
- AI
- interdisciplinarity
- comprehension
- enabledness
- agency
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://www.sciencedirect.com/science/article/pii/S1389041725000993?via%3Dihub
oa: '1'
project:
- _id: '111'
  name: 'TRR 318; TP A01: Adaptives Erklären'
- _id: '112'
  name: 'TRR 318; TP A02: Verstehensprozess einer Erklärung beobachten und auswerten'
- _id: '113'
  name: TRR 318 - Subproject A3
- _id: '114'
  name: 'TRR 318; TP A04: Integration des technischen Modells in das Partnermodell
    bei der Erklärung von digitalen Artefakten'
- _id: '115'
  name: 'TRR 318; TP A05: Echtzeitmessung der Aufmerksamkeit im Mensch-Roboter-Erklärdialog'
- _id: '122'
  name: TRR 318 - Subproject B3
- _id: '123'
  name: TRR 318 - Subproject B5
- _id: '119'
  name: TRR 318 - Project Area Ö
publication: Cognitive Systems Research
publication_status: published
quality_controlled: '1'
status: public
title: Forms of Understanding for XAI-Explanations
type: journal_article
user_id: '57578'
volume: 94
year: '2025'
...
---
_id: '57356'
author:
- first_name: 'Michael Erol '
  full_name: 'Schaffer, Michael Erol '
  last_name: Schaffer
- first_name: Lutz
  full_name: Terfloth, Lutz
  id: '37320'
  last_name: Terfloth
- first_name: Carsten
  full_name: Schulte, Carsten
  id: '60311'
  last_name: Schulte
- first_name: Heike M.
  full_name: Buhl, Heike M.
  id: '27152'
  last_name: Buhl
citation:
  ama: 'Schaffer ME, Terfloth L, Schulte C, Buhl HM. Perception and Consideration
    of the Explainees’ Needs for Satisfying Explanations. In: ; 2024.'
  apa: Schaffer, M. E., Terfloth, L., Schulte, C., &#38; Buhl, H. M. (2024). <i>Perception
    and Consideration of the Explainees’ Needs for Satisfying Explanations</i>. 2nd
    World Conference on eXplainable Artificial Intelligence, Valletta, Malta.
  bibtex: '@inproceedings{Schaffer_Terfloth_Schulte_Buhl_2024, place={Paderborn University,
    Paderborn, Germany}, title={Perception and Consideration of the Explainees’ Needs
    for Satisfying Explanations}, author={Schaffer, Michael Erol  and Terfloth, Lutz
    and Schulte, Carsten and Buhl, Heike M.}, year={2024} }'
  chicago: Schaffer, Michael Erol , Lutz Terfloth, Carsten Schulte, and Heike M. Buhl.
    “Perception and Consideration of the Explainees’ Needs for Satisfying Explanations.”
    Paderborn University, Paderborn, Germany, 2024.
  ieee: M. E. Schaffer, L. Terfloth, C. Schulte, and H. M. Buhl, “Perception and Consideration
    of the Explainees’ Needs for Satisfying Explanations,” presented at the 2nd World
    Conference on eXplainable Artificial Intelligence, Valletta, Malta, 2024.
  mla: Schaffer, Michael Erol, et al. <i>Perception and Consideration of the Explainees’
    Needs for Satisfying Explanations</i>. 2024.
  short: 'M.E. Schaffer, L. Terfloth, C. Schulte, H.M. Buhl, in: Paderborn University,
    Paderborn, Germany, 2024.'
conference:
  end_date: 2024-07-19
  location: Valletta, Malta
  name: 2nd World Conference on eXplainable Artificial Intelligence
  start_date: 2024-07-17
date_created: 2024-11-23T09:14:58Z
date_updated: 2024-11-23T10:21:35Z
department:
- _id: '427'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://ceur-ws.org/Vol-3793/paper_3.pdf
oa: '1'
place: Paderborn University, Paderborn, Germany
project:
- _id: '114'
  grant_number: '438445824'
  name: 'TRR 318 - A04: TRR 318 - Integration des technischen Modells in das Partnermodell
    bei der Erklärung von digitalen Artefakten (Teilprojekt A04)'
related_material:
  link:
  - relation: confirmation
    url: https://ceur-ws.org/Vol-3793/paper_3.pdf
status: public
title: Perception and Consideration of the Explainees’ Needs for Satisfying Explanations
type: conference
user_id: '90826'
year: '2024'
...
---
_id: '57357'
author:
- first_name: 'Michael Erol '
  full_name: 'Schaffer, Michael Erol '
  last_name: Schaffer
- first_name: Lutz
  full_name: Terfloth, Lutz
  id: '37320'
  last_name: Terfloth
- first_name: Carsten
  full_name: Schulte, Carsten
  id: '60311'
  last_name: Schulte
- first_name: Heike M.
  full_name: Buhl, Heike M.
  id: '27152'
  last_name: Buhl
citation:
  ama: 'Schaffer ME, Terfloth L, Schulte C, Buhl HM. Explainers’ Mental Representations
    of Explainees’ Needs in Everyday Explanations. In: <i>Joint Proceedings of the
    XAI-2024 Late-Breaking Work, Demos and Doctoral Consortium. 3793</i>. ; 2024.'
  apa: Schaffer, M. E., Terfloth, L., Schulte, C., &#38; Buhl, H. M. (2024). Explainers’
    Mental Representations of Explainees’ Needs in Everyday Explanations. <i>Joint
    Proceedings of the XAI-2024 Late-Breaking Work, Demos and Doctoral Consortium.
    3793</i>.
  bibtex: '@inproceedings{Schaffer_Terfloth_Schulte_Buhl_2024, place={Paderborn University,
    Paderborn, Germany}, title={Explainers’ Mental Representations of Explainees’
    Needs in Everyday Explanations}, booktitle={Joint Proceedings of the xAI-2024
    Late-breaking Work, Demos and Doctoral Consortium. 3793}, author={Schaffer, Michael
    Erol  and Terfloth, Lutz and Schulte, Carsten and Buhl, Heike M.}, year={2024}
    }'
  chicago: Schaffer, Michael Erol , Lutz Terfloth, Carsten Schulte, and Heike M. Buhl.
    “Explainers’ Mental Representations of Explainees’ Needs in Everyday Explanations.”
    In <i>Joint Proceedings of the XAI-2024 Late-Breaking Work, Demos and Doctoral
    Consortium. 3793</i>. Paderborn University, Paderborn, Germany, 2024.
  ieee: M. E. Schaffer, L. Terfloth, C. Schulte, and H. M. Buhl, “Explainers’ Mental
    Representations of Explainees’ Needs in Everyday Explanations,” 2024.
  mla: Schaffer, Michael Erol, et al. “Explainers’ Mental Representations of Explainees’
    Needs in Everyday Explanations.” <i>Joint Proceedings of the XAI-2024 Late-Breaking
    Work, Demos and Doctoral Consortium. 3793</i>, 2024.
  short: 'M.E. Schaffer, L. Terfloth, C. Schulte, H.M. Buhl, in: Joint Proceedings
    of the XAI-2024 Late-Breaking Work, Demos and Doctoral Consortium. 3793, Paderborn
    University, Paderborn, Germany, 2024.'
date_created: 2024-11-23T09:21:08Z
date_updated: 2024-11-23T10:20:47Z
department:
- _id: '427'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/pdf/2411.08514
oa: '1'
place: Paderborn University, Paderborn, Germany
project:
- _id: '114'
  grant_number: '438445824'
  name: 'TRR 318 - A04: TRR 318 - Integration des technischen Modells in das Partnermodell
    bei der Erklärung von digitalen Artefakten (Teilprojekt A04)'
publication: Joint Proceedings of the xAI-2024 Late-breaking Work, Demos and Doctoral
  Consortium. 3793
related_material:
  link:
  - relation: original
    url: https://arxiv.org/pdf/2411.08514
status: public
title: Explainers’ Mental Representations of Explainees’ Needs in Everyday Explanations
type: conference
user_id: '90826'
year: '2024'
...
---
_id: '56994'
author:
- first_name: Michael
  full_name: Schaffer, Michael
  id: '92807'
  last_name: Schaffer
- first_name: Heike M.
  full_name: Buhl, Heike M.
  id: '27152'
  last_name: Buhl
citation:
  ama: 'Schaffer M, Buhl HM. The mental representation of the object of explanation
    in the process of co-constructive explanations. In: Ansorge U, Szaszkó B, Werner
    L, eds. <i>53rd DGPs Congress - Abstracts</i>. ; 2024.'
  apa: Schaffer, M., &#38; Buhl, H. M. (2024). The mental representation of the object
    of explanation in the process of co-constructive explanations. In U. Ansorge,
    B. Szaszkó, &#38; L. Werner (Eds.), <i>53rd DGPs Congress - Abstracts</i>.
  bibtex: '@inproceedings{Schaffer_Buhl_2024, title={The mental representation of
    the object of explanation in the process of co-constructive explanations}, booktitle={53rd
    DGPs Congress - Abstracts}, author={Schaffer, Michael and Buhl, Heike M.}, editor={Ansorge,
    Ulrich and Szaszkó, Bence and Werner, Lena}, year={2024} }'
  chicago: Schaffer, Michael, and Heike M. Buhl. “The Mental Representation of the
    Object of Explanation in the Process of Co-Constructive Explanations.” In <i>53rd
    DGPs Congress - Abstracts</i>, edited by Ulrich Ansorge, Bence Szaszkó, and Lena
    Werner, 2024.
  ieee: M. Schaffer and H. M. Buhl, “The mental representation of the object of explanation
    in the process of co-constructive explanations,” in <i>53rd DGPs Congress - Abstracts</i>,
    Vienna, 2024.
  mla: Schaffer, Michael, and Heike M. Buhl. “The Mental Representation of the Object
    of Explanation in the Process of Co-Constructive Explanations.” <i>53rd DGPs Congress
    - Abstracts</i>, edited by Ulrich Ansorge et al., 2024.
  short: 'M. Schaffer, H.M. Buhl, in: U. Ansorge, B. Szaszkó, L. Werner (Eds.), 53rd
    DGPs Congress - Abstracts, 2024.'
conference:
  end_date: 2024-09-19
  location: Vienna
  name: 53rd DGPs Congress
  start_date: 2024-09-16
date_created: 2024-11-12T10:10:31Z
date_updated: 2025-07-16T08:13:28Z
department:
- _id: '427'
editor:
- first_name: Ulrich
  full_name: Ansorge, Ulrich
  last_name: Ansorge
- first_name: Bence
  full_name: Szaszkó, Bence
  last_name: Szaszkó
- first_name: Lena
  full_name: Werner, Lena
  last_name: Werner
language:
- iso: eng
project:
- _id: '114'
  grant_number: '438445824'
  name: 'TRR 318 - A04: TRR 318 - Integration des technischen Modells in das Partnermodell
    bei der Erklärung von digitalen Artefakten (Teilprojekt A04)'
publication: 53rd DGPs Congress - Abstracts
status: public
title: The mental representation of the object of explanation in the process of co-constructive
  explanations
type: conference_abstract
user_id: '27152'
year: '2024'
...
---
_id: '61403'
author:
- first_name: Vivien
  full_name: Lohmer, Vivien
  last_name: Lohmer
- first_name: Friederike
  full_name: Kern, Friederike
  last_name: Kern
citation:
  ama: 'Lohmer V, Kern F. The role of interactive gestures in explanatory interactions.
    In: <i>Second International Multimodal Communication Symposium (MMSYM) - Book
    of Abstract</i>. ; 2024.'
  apa: Lohmer, V., &#38; Kern, F. (2024). The role of interactive gestures in explanatory
    interactions. <i>Second International Multimodal Communication Symposium (MMSYM)
    - Book of Abstract</i>.  2nd International Multimodal Communication Symposium,
    Goethe-Universität Frankfurt, Deutschland.
  bibtex: '@inproceedings{Lohmer_Kern_2024, title={The role of interactive gestures
    in explanatory interactions}, booktitle={Second International Multimodal Communication
    Symposium (MMSYM) - Book of Abstract}, author={Lohmer, Vivien and Kern, Friederike},
    year={2024} }'
  chicago: Lohmer, Vivien, and Friederike Kern. “The Role of Interactive Gestures
    in Explanatory Interactions.” In <i>Second International Multimodal Communication
    Symposium (MMSYM) - Book of Abstract</i>, 2024.
  ieee: V. Lohmer and F. Kern, “The role of interactive gestures in explanatory interactions,”
    presented at the  2nd International Multimodal Communication Symposium, Goethe-Universität
    Frankfurt, Deutschland, 2024.
  mla: Lohmer, Vivien, and Friederike Kern. “The Role of Interactive Gestures in Explanatory
    Interactions.” <i>Second International Multimodal Communication Symposium (MMSYM)
    - Book of Abstract</i>, 2024.
  short: 'V. Lohmer, F. Kern, in: Second International Multimodal Communication Symposium
    (MMSYM) - Book of Abstract, 2024.'
conference:
  end_date: 2024-09-27
  location: Goethe-Universität Frankfurt, Deutschland
  name: ' 2nd International Multimodal Communication Symposium'
  start_date: 2024-09-25
date_created: 2025-09-23T09:53:51Z
date_updated: 2025-09-23T10:13:59Z
keyword:
- gesture
- explanations
- conversation analysis
language:
- iso: eng
project:
- _id: '114'
  name: 'TRR 318; TP A04: Integration des technischen Modells in das Partnermodell
    bei der Erklärung von digitalen Artefakten'
publication: Second International Multimodal Communication Symposium (MMSYM) - Book
  of Abstract
publication_status: published
status: public
title: The role of interactive gestures in explanatory interactions
type: conference_abstract
user_id: '99097'
year: '2024'
...
---
_id: '57058'
author:
- first_name: Stefan Teodorov
  full_name: Lazarov, Stefan Teodorov
  id: '90345'
  last_name: Lazarov
  orcid: 0009-0009-0892-9483
- first_name: Michael
  full_name: Schaffer, Michael
  id: '92807'
  last_name: Schaffer
- first_name: Erick Kiprop
  full_name: Ronoh, Erick Kiprop
  id: '91665'
  last_name: Ronoh
citation:
  ama: 'Lazarov ST, Schaffer M, Ronoh EK. Approaches of Assessing Understanding Using
    Video-Recall Data. In: ; 2023.'
  apa: Lazarov, S. T., Schaffer, M., &#38; Ronoh, E. K. (2023). <i>Approaches of Assessing
    Understanding Using Video-Recall Data</i>. 2nd TRR 318 Conference “Measuring Understanding”
    , Paderborn.
  bibtex: '@inproceedings{Lazarov_Schaffer_Ronoh_2023, title={Approaches of Assessing
    Understanding Using Video-Recall Data}, author={Lazarov, Stefan Teodorov and Schaffer,
    Michael and Ronoh, Erick Kiprop}, year={2023} }'
  chicago: Lazarov, Stefan Teodorov, Michael Schaffer, and Erick Kiprop Ronoh. “Approaches
    of Assessing Understanding Using Video-Recall Data,” 2023.
  ieee: S. T. Lazarov, M. Schaffer, and E. K. Ronoh, “Approaches of Assessing Understanding
    Using Video-Recall Data,” presented at the 2nd TRR 318 Conference “Measuring Understanding”
    , Paderborn, 2023.
  mla: Lazarov, Stefan Teodorov, et al. <i>Approaches of Assessing Understanding Using
    Video-Recall Data</i>. 2023.
  short: 'S.T. Lazarov, M. Schaffer, E.K. Ronoh, in: 2023.'
conference:
  end_date: 2023-11-7
  location: Paderborn
  name: '2nd TRR 318 Conference “Measuring Understanding” '
  start_date: 2023-11-6
date_created: 2024-11-13T11:58:10Z
date_updated: 2024-11-18T13:40:50Z
department:
- _id: '427'
language:
- iso: eng
project:
- _id: '114'
  grant_number: '438445824'
  name: 'TRR 318 - A04: TRR 318 - Integration des technischen Modells in das Partnermodell
    bei der Erklärung von digitalen Artefakten (Teilprojekt A04)'
status: public
title: Approaches of Assessing Understanding Using Video-Recall Data
type: conference_abstract
user_id: '92807'
year: '2023'
...
---
_id: '57056'
author:
- first_name: Michael
  full_name: Schaffer, Michael
  id: '92807'
  last_name: Schaffer
- first_name: Heike M.
  full_name: Buhl, Heike M.
  id: '27152'
  last_name: Buhl
citation:
  ama: 'Schaffer M, Buhl HM. Erklärungsverläufe und -inhalte aus Sicht Erklärender
    - eine qualitative Studie. In: ; 2023.'
  apa: 'Schaffer, M., &#38; Buhl, H. M. (2023). <i>Erklärungsverläufe und -inhalte
    aus Sicht Erklärender - eine qualitative Studie</i>. PAEPS 19. Fachgruppentagung
    Pädagogische Psychologie: Lehren und Lernen in einer Welt im Wandel, Kiel.'
  bibtex: '@inproceedings{Schaffer_Buhl_2023, title={Erklärungsverläufe und -inhalte
    aus Sicht Erklärender - eine qualitative Studie}, author={Schaffer, Michael and
    Buhl, Heike M.}, year={2023} }'
  chicago: Schaffer, Michael, and Heike M. Buhl. “Erklärungsverläufe Und -Inhalte
    Aus Sicht Erklärender - Eine Qualitative Studie,” 2023.
  ieee: 'M. Schaffer and H. M. Buhl, “Erklärungsverläufe und -inhalte aus Sicht Erklärender
    - eine qualitative Studie,” presented at the PAEPS 19. Fachgruppentagung Pädagogische
    Psychologie: Lehren und Lernen in einer Welt im Wandel, Kiel, 2023.'
  mla: Schaffer, Michael, and Heike M. Buhl. <i>Erklärungsverläufe Und -Inhalte Aus
    Sicht Erklärender - Eine Qualitative Studie</i>. 2023.
  short: 'M. Schaffer, H.M. Buhl, in: 2023.'
conference:
  end_date: 2023-09-20
  location: Kiel
  name: 'PAEPS 19. Fachgruppentagung Pädagogische Psychologie: Lehren und Lernen in
    einer Welt im Wandel'
  start_date: 2023-09-18
date_created: 2024-11-13T11:46:07Z
date_updated: 2025-07-16T08:13:10Z
department:
- _id: '427'
language:
- iso: eng
project:
- _id: '114'
  grant_number: '438445824'
  name: 'TRR 318 - A04: TRR 318 - Integration des technischen Modells in das Partnermodell
    bei der Erklärung von digitalen Artefakten (Teilprojekt A04)'
status: public
title: Erklärungsverläufe und -inhalte aus Sicht Erklärender - eine qualitative Studie
type: conference_abstract
user_id: '27152'
year: '2023'
...
---
_id: '47448'
abstract:
- lang: eng
  text: 'In XAI it is important to consider that, in contrast to explanations for
    professional audiences, one cannot assume common expertise when explaining for
    laypeople. But such explanations between humans vary greatly, making it difficult
    to research commonalities across explanations. We used the dual nature theory,
    a techno-philosophical approach, to cope with these challenges. According to it,
    one can explain, for example, an XAI''s decision by addressing its dual nature:
    by focusing on the Architecture (e.g., the logic of its algorithms) or the Relevance
    (e.g., the severity of a decision, the implications of a recommendation). We investigated
    20 game explanations using the theory as an analytical framework. We elaborate
    how we used the theory to quickly structure and compare explanations of technological
    artifacts. We supplemented results from analyzing the explanation contents with
    results from a video recall to explore how explainers justified their explanation.
    We found that explainers were focusing on the physical aspects of the game first
    (Architecture) and only later on aspects of the Relevance. Reasoning in the video
    recalls indicated that EX regarded the focus on the Architecture as important
    for structuring the explanation initially by explaining the basic components before
    focusing on more complex, intangible aspects. Shifting between addressing the
    two sides was justified by explanation goals, emerging misunderstandings, and
    the knowledge needs of the explainee. We discovered several commonalities that
    inspire future research questions which, if further generalizable, provide first
    ideas for the construction of synthetic explanations.'
author:
- first_name: Lutz
  full_name: Terfloth, Lutz
  id: '37320'
  last_name: Terfloth
- first_name: Michael
  full_name: Schaffer, Michael
  last_name: Schaffer
- first_name: Heike M.
  full_name: Buhl, Heike M.
  id: '27152'
  last_name: Buhl
- first_name: Carsten
  full_name: Schulte, Carsten
  id: '60311'
  last_name: Schulte
citation:
  ama: 'Terfloth L, Schaffer M, Buhl HM, Schulte C. Adding Why to What? Analyses of
    an Everyday Explanation. In: Springer, Cham; 2023. doi:<a href="https://doi.org/10.1007/978-3-031-44070-0_13">10.1007/978-3-031-44070-0_13</a>'
  apa: Terfloth, L., Schaffer, M., Buhl, H. M., &#38; Schulte, C. (2023). <i>Adding
    Why to What? Analyses of an Everyday Explanation</i>. 1st World Conference on
    eXplainable Artificial Intelligence (xAI 2023), Lisboa. <a href="https://doi.org/10.1007/978-3-031-44070-0_13">https://doi.org/10.1007/978-3-031-44070-0_13</a>
  bibtex: '@inproceedings{Terfloth_Schaffer_Buhl_Schulte_2023, title={Adding Why to
    What? Analyses of an Everyday Explanation}, DOI={<a href="https://doi.org/10.1007/978-3-031-44070-0_13">10.1007/978-3-031-44070-0_13</a>},
    publisher={Springer, Cham}, author={Terfloth, Lutz and Schaffer, Michael and Buhl,
    Heike M. and Schulte, Carsten}, year={2023} }'
  chicago: Terfloth, Lutz, Michael Schaffer, Heike M. Buhl, and Carsten Schulte. “Adding
    Why to What? Analyses of an Everyday Explanation.” Springer, Cham, 2023. <a href="https://doi.org/10.1007/978-3-031-44070-0_13">https://doi.org/10.1007/978-3-031-44070-0_13</a>.
  ieee: 'L. Terfloth, M. Schaffer, H. M. Buhl, and C. Schulte, “Adding Why to What?
    Analyses of an Everyday Explanation,” presented at the 1st World Conference on
    eXplainable Artificial Intelligence (xAI 2023), Lisboa, 2023, doi: <a href="https://doi.org/10.1007/978-3-031-44070-0_13">10.1007/978-3-031-44070-0_13</a>.'
  mla: Terfloth, Lutz, et al. <i>Adding Why to What? Analyses of an Everyday Explanation</i>.
    Springer, Cham, 2023, doi:<a href="https://doi.org/10.1007/978-3-031-44070-0_13">10.1007/978-3-031-44070-0_13</a>.
  short: 'L. Terfloth, M. Schaffer, H.M. Buhl, C. Schulte, in: Springer, Cham, 2023.'
conference:
  end_date: 2023-07-28
  location: Lisboa
  name: 1st World Conference on eXplainable Artificial Intelligence (xAI 2023)
  start_date: 2023-07-26
date_created: 2023-09-26T12:00:06Z
date_updated: 2025-08-12T07:54:19Z
department:
- _id: '67'
- _id: '660'
doi: 10.1007/978-3-031-44070-0_13
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://link.springer.com/chapter/10.1007/978-3-031-44070-0_13
oa: '1'
project:
- _id: '114'
  grant_number: '438445824'
  name: 'TRR 318 - A04: TRR 318 - Integration des technischen Modells in das Partnermodell
    bei der Erklärung von digitalen Artefakten (Teilprojekt A04)'
publication_identifier:
  isbn:
  - 978-3-031-44069-4
publication_status: published
publisher: Springer, Cham
status: public
title: Adding Why to What? Analyses of an Everyday Explanation
type: conference
user_id: '90826'
year: '2023'
...
---
_id: '61402'
author:
- first_name: Vivien
  full_name: Lohmer, Vivien
  last_name: Lohmer
- first_name: Lutz
  full_name: Terfloth, Lutz
  last_name: Terfloth
- first_name: Friederike
  full_name: Kern, Friederike
  last_name: Kern
citation:
  ama: 'Lohmer V, Terfloth L, Kern F. Explaining the Technical Artifact Quarto!: How
    Gestures are used in Everyday Explanations. In: <i>First International Multimodal
    Communication Symposium - Book of Abstract</i>. ; 2023.'
  apa: 'Lohmer, V., Terfloth, L., &#38; Kern, F. (2023). Explaining the Technical
    Artifact Quarto!: How Gestures are used in Everyday Explanations. <i>First International
    Multimodal Communication Symposium - Book of Abstract</i>. 1st International Multimodal
    Communication Symposium, Universität Pompeu Fabra, Barcelona.'
  bibtex: '@inproceedings{Lohmer_Terfloth_Kern_2023, title={Explaining the Technical
    Artifact Quarto!: How Gestures are used in Everyday Explanations}, booktitle={First
    International Multimodal Communication Symposium - Book of Abstract}, author={Lohmer,
    Vivien and Terfloth, Lutz and Kern, Friederike}, year={2023} }'
  chicago: 'Lohmer, Vivien, Lutz Terfloth, and Friederike Kern. “Explaining the Technical
    Artifact Quarto!: How Gestures Are Used in Everyday Explanations.” In <i>First
    International Multimodal Communication Symposium - Book of Abstract</i>, 2023.'
  ieee: 'V. Lohmer, L. Terfloth, and F. Kern, “Explaining the Technical Artifact Quarto!:
    How Gestures are used in Everyday Explanations,” presented at the 1st International
    Multimodal Communication Symposium, Universität Pompeu Fabra, Barcelona, 2023.'
  mla: 'Lohmer, Vivien, et al. “Explaining the Technical Artifact Quarto!: How Gestures
    Are Used in Everyday Explanations.” <i>First International Multimodal Communication
    Symposium - Book of Abstract</i>, 2023.'
  short: 'V. Lohmer, L. Terfloth, F. Kern, in: First International Multimodal Communication
    Symposium - Book of Abstract, 2023.'
conference:
  end_date: 2023-04-28
  location: Universität Pompeu Fabra, Barcelona
  name: 1st International Multimodal Communication Symposium
  start_date: 2023-04-26
date_created: 2025-09-23T09:50:20Z
date_updated: 2025-09-23T10:13:42Z
keyword:
- gesture
- dual nature
- explanations
- architecture
- relevance
language:
- iso: eng
project:
- _id: '114'
  name: 'TRR 318; TP A04: Integration des technischen Modells in das Partnermodell
    bei der Erklärung von digitalen Artefakten'
publication: First International Multimodal Communication Symposium - Book of Abstract
publication_status: published
status: public
title: 'Explaining the Technical Artifact Quarto!: How Gestures are used in Everyday
  Explanations'
type: conference_abstract
user_id: '99097'
year: '2023'
...
---
_id: '56993'
author:
- first_name: Michael
  full_name: Schaffer, Michael
  id: '92807'
  last_name: Schaffer
- first_name: Budde
  full_name: Lea, Budde
  last_name: Lea
- first_name: Carsten
  full_name: Schulte, Carsten
  id: '60311'
  last_name: Schulte
- first_name: Heike M.
  full_name: Buhl, Heike M.
  id: '27152'
  last_name: Buhl
citation:
  ama: 'Schaffer M, Lea B, Schulte C, Buhl HM. Die Anpassungen von Erklärungen an
    das Verständnis des Erklärgegenstandes der Gesprächspartner. In: Bermeitinger
    C,  Greve W, eds. <i>52nd DGPs Congress  - Abstracts</i>. ; 2022.'
  apa: Schaffer, M., Lea, B., Schulte, C., &#38; Buhl, H. M. (2022). Die Anpassungen
    von Erklärungen an das Verständnis des Erklärgegenstandes der Gesprächspartner.
    In C. Bermeitinger &#38; W.  Greve (Eds.), <i>52nd DGPs Congress  - Abstracts</i>.
  bibtex: '@inproceedings{Schaffer_Lea_Schulte_Buhl_2022, title={Die Anpassungen von
    Erklärungen an das Verständnis des Erklärgegenstandes der Gesprächspartner}, booktitle={52nd
    DGPs Congress  - Abstracts}, author={Schaffer, Michael and Lea, Budde and Schulte,
    Carsten and Buhl, Heike M.}, editor={Bermeitinger, Christina and  Greve, Werner},
    year={2022} }'
  chicago: Schaffer, Michael, Budde Lea, Carsten Schulte, and Heike M. Buhl. “Die
    Anpassungen von Erklärungen an das Verständnis des Erklärgegenstandes der Gesprächspartner.”
    In <i>52nd DGPs Congress  - Abstracts</i>, edited by Christina Bermeitinger and
    Werner  Greve, 2022.
  ieee: M. Schaffer, B. Lea, C. Schulte, and H. M. Buhl, “Die Anpassungen von Erklärungen
    an das Verständnis des Erklärgegenstandes der Gesprächspartner,” in <i>52nd DGPs
    Congress  - Abstracts</i>, Hildesheim, 2022.
  mla: Schaffer, Michael, et al. “Die Anpassungen von Erklärungen an das Verständnis
    des Erklärgegenstandes der Gesprächspartner.” <i>52nd DGPs Congress  - Abstracts</i>,
    edited by Christina Bermeitinger and Werner  Greve, 2022.
  short: 'M. Schaffer, B. Lea, C. Schulte, H.M. Buhl, in: C. Bermeitinger, W.  Greve
    (Eds.), 52nd DGPs Congress  - Abstracts, 2022.'
conference:
  end_date: 2022-09-15
  location: Hildesheim
  name: 10. – 15.09.2022 52. Kongress der Deutschen Gesellschaft für Psychologie
  start_date: 2022-09-10
date_created: 2024-11-12T10:06:45Z
date_updated: 2025-07-16T08:13:48Z
editor:
- first_name: Christina
  full_name: Bermeitinger, Christina
  last_name: Bermeitinger
- first_name: Werner
  full_name: ' Greve, Werner'
  last_name: ' Greve'
keyword:
- Cognition
- Motivation
- Technical Model
- Mental Model
- Explainer
- Explainee
- Qualitative Content Analysis
language:
- iso: ger
project:
- _id: '114'
  grant_number: '438445824'
  name: 'TRR 318 - A04: TRR 318 - Integration des technischen Modells in das Partnermodell
    bei der Erklärung von digitalen Artefakten (Teilprojekt A04)'
publication: 52nd DGPs Congress  - Abstracts
status: public
title: Die Anpassungen von Erklärungen an das Verständnis des Erklärgegenstandes der
  Gesprächspartner
type: conference_abstract
user_id: '27152'
year: '2022'
...
---
_id: '51349'
abstract:
- lang: eng
  text: '<jats:title>Abstract</jats:title><jats:p>Recent approaches to Explainable
    AI (XAI) promise to satisfy diverse user expectations by allowing them to steer
    the interaction in order to elicit content relevant to them. However, little is
    known about how and to what extent the explainee takes part actively in the process
    of explaining. To tackle this empirical gap, we exploratively examined naturally
    occurring everyday explanations in doctor–patient interactions (<jats:italic>N</jats:italic> = 11).
    Following the social design of XAI, we view explanations as emerging in interactions:
    first, we identified the verbal behavior of both the explainer and the explainee
    in the sequential context, which we could assign to phases that were either monological
    or dialogical; second, we investigated in particular who was responsible for the
    initiation of the different phases. Finally, we took a closer look at the global
    conversational structure of explanations by applying a context-sensitive model
    of organizational jobs, thus adding a third layer of analysis. Results show that
    in our small sample of conversational explanations, both monological and dialogical
    phases varied in their length, timing of occurrence (at the early or later stages
    of the interaction) and their initiation (by the explainer or the explainee).
    They alternated several times in the course of the interaction. However, we also
    found some patterns suggesting that all interactions started with a monological
    phase initiated by the explainer. Both conversational partners contributed to
    the core organizational job that constitutes an explanation. We interpret the
    results as an indication for naturally occurring everyday explanations in doctor–patient
    interactions to be co-constructed on three levels of linguistic description: (1)
    by switching back and forth between monological to dialogical phases that (2) can
    be initiated by both partners and (3) by the mutual accomplishment and thus responsibility
    for an explanation’s core job that is crucial for the success of the explanation.
    Because of the explorative nature of our study, these results need to be investigated
    (a) with a larger sample and (b) in other contexts. However, our results suggest
    that future designs of artificial explainable systems should design the explanatory
    dialogue in such a way that it includes monological and dialogical phases that
    can be initiated not only by the explainer but also by the explainee, as both
    contribute to the core job of explicating procedural, clausal, or conceptual relations
    in explanations.</jats:p>'
author:
- first_name: Josephine Beryl
  full_name: Fisher, Josephine Beryl
  id: '56345'
  last_name: Fisher
  orcid: 0000-0002-9997-9241
- first_name: Vivien
  full_name: Lohmer, Vivien
  last_name: Lohmer
- first_name: Friederike
  full_name: Kern, Friederike
  last_name: Kern
- first_name: Winfried
  full_name: Barthlen, Winfried
  last_name: Barthlen
- first_name: Sebastian
  full_name: Gaus, Sebastian
  last_name: Gaus
- first_name: Katharina
  full_name: Rohlfing, Katharina
  id: '50352'
  last_name: Rohlfing
  orcid: 0000-0002-5676-8233
citation:
  ama: Fisher JB, Lohmer V, Kern F, Barthlen W, Gaus S, Rohlfing K. Exploring monological
    and dialogical phases in naturally occurring explanations. <i>KI - Künstliche
    Intelligenz</i>. 2022;36(3-4):317-326. doi:<a href="https://doi.org/10.1007/s13218-022-00787-1">10.1007/s13218-022-00787-1</a>
  apa: Fisher, J. B., Lohmer, V., Kern, F., Barthlen, W., Gaus, S., &#38; Rohlfing,
    K. (2022). Exploring monological and dialogical phases in naturally occurring
    explanations. <i>KI - Künstliche Intelligenz</i>, <i>36</i>(3–4), 317–326. <a
    href="https://doi.org/10.1007/s13218-022-00787-1">https://doi.org/10.1007/s13218-022-00787-1</a>
  bibtex: '@article{Fisher_Lohmer_Kern_Barthlen_Gaus_Rohlfing_2022, title={Exploring
    monological and dialogical phases in naturally occurring explanations}, volume={36},
    DOI={<a href="https://doi.org/10.1007/s13218-022-00787-1">10.1007/s13218-022-00787-1</a>},
    number={3–4}, journal={KI - Künstliche Intelligenz}, publisher={Springer Science
    and Business Media LLC}, author={Fisher, Josephine Beryl and Lohmer, Vivien and
    Kern, Friederike and Barthlen, Winfried and Gaus, Sebastian and Rohlfing, Katharina},
    year={2022}, pages={317–326} }'
  chicago: 'Fisher, Josephine Beryl, Vivien Lohmer, Friederike Kern, Winfried Barthlen,
    Sebastian Gaus, and Katharina Rohlfing. “Exploring Monological and Dialogical
    Phases in Naturally Occurring Explanations.” <i>KI - Künstliche Intelligenz</i>
    36, no. 3–4 (2022): 317–26. <a href="https://doi.org/10.1007/s13218-022-00787-1">https://doi.org/10.1007/s13218-022-00787-1</a>.'
  ieee: 'J. B. Fisher, V. Lohmer, F. Kern, W. Barthlen, S. Gaus, and K. Rohlfing,
    “Exploring monological and dialogical phases in naturally occurring explanations,”
    <i>KI - Künstliche Intelligenz</i>, vol. 36, no. 3–4, pp. 317–326, 2022, doi:
    <a href="https://doi.org/10.1007/s13218-022-00787-1">10.1007/s13218-022-00787-1</a>.'
  mla: Fisher, Josephine Beryl, et al. “Exploring Monological and Dialogical Phases
    in Naturally Occurring Explanations.” <i>KI - Künstliche Intelligenz</i>, vol.
    36, no. 3–4, Springer Science and Business Media LLC, 2022, pp. 317–26, doi:<a
    href="https://doi.org/10.1007/s13218-022-00787-1">10.1007/s13218-022-00787-1</a>.
  short: J.B. Fisher, V. Lohmer, F. Kern, W. Barthlen, S. Gaus, K. Rohlfing, KI -
    Künstliche Intelligenz 36 (2022) 317–326.
date_created: 2024-02-14T09:44:23Z
date_updated: 2025-09-17T11:11:12Z
department:
- _id: '660'
doi: 10.1007/s13218-022-00787-1
intvolume: '        36'
issue: 3-4
keyword:
- Artificial Intelligence
language:
- iso: eng
page: 317-326
project:
- _id: '111'
  name: 'TRR 318 - A01: TRR 318 - Adaptives Erklären (Teilprojekt A01)'
- _id: '115'
  name: 'TRR 318 - A05: TRR 318 - Echtzeitmessung der Aufmerksamkeit im Mensch-Roboter-Erklärdialog
    (Teilprojekt A05)'
- _id: '114'
  name: 'TRR 318 - A04: TRR 318 - Integration des technischen Modells in das Partnermodell
    bei der Erklärung von digitalen Artefakten (Teilprojekt A04)'
publication: KI - Künstliche Intelligenz
publication_identifier:
  issn:
  - 0933-1875
  - 1610-1987
publication_status: published
publisher: Springer Science and Business Media LLC
status: public
title: Exploring monological and dialogical phases in naturally occurring explanations
type: journal_article
user_id: '57578'
volume: 36
year: '2022'
...
