Changing the Optics: Comparing Traditional and Retrieval-Augmented GenAI E-Tutorials in Interdisciplinary Learning
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arXiv
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| Main Authors: | , , , , , , , |
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| Format: | Preprint |
| Published: |
2026
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| _version_ | 1866915813109268480 |
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| author | Kim, Hannah Nabid, Rahad Arman Sorathiya, Jeni Doan, Minh Jordan, Elijah Nasimova, Rayhana Pond, Sergei L. Kosakovsky MacNeil, Stephen |
| author_facet | Kim, Hannah Nabid, Rahad Arman Sorathiya, Jeni Doan, Minh Jordan, Elijah Nasimova, Rayhana Pond, Sergei L. Kosakovsky MacNeil, Stephen |
| contents | Understanding information-seeking behaviors in e-learning is critical, as learners must often make sense of complex and fragmented information, a challenge compounded in interdisciplinary fields with diverse prior knowledge. Compared to traditional e-tutorials, GenAI e-tutorials offer new ways to navigate information spaces, yet how they shape learners information-seeking behaviors remains unclear. To address this gap, we characterized behavioral differences between traditional and GenAI-mediated e-tutorial learning using the three search modes of orienteering. We conducted a between-subject study in which learners engaged with either a traditional e-tutorial or a GenAI e-tutorial accessing the same underlying information content. We found that the traditional users maintained greater awareness and focus of the information space, whereas GenAI users exhibited more proactive and exploratory behaviors with lower cognitive load due to the querying-driven interaction. These findings offer guidance for designing tutorials in e-learning. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2602_20544 |
| institution | arXiv |
| publishDate | 2026 |
| record_format | arxiv |
| spellingShingle | Changing the Optics: Comparing Traditional and Retrieval-Augmented GenAI E-Tutorials in Interdisciplinary Learning Kim, Hannah Nabid, Rahad Arman Sorathiya, Jeni Doan, Minh Jordan, Elijah Nasimova, Rayhana Pond, Sergei L. Kosakovsky MacNeil, Stephen Human-Computer Interaction J.3; K.3.2 Understanding information-seeking behaviors in e-learning is critical, as learners must often make sense of complex and fragmented information, a challenge compounded in interdisciplinary fields with diverse prior knowledge. Compared to traditional e-tutorials, GenAI e-tutorials offer new ways to navigate information spaces, yet how they shape learners information-seeking behaviors remains unclear. To address this gap, we characterized behavioral differences between traditional and GenAI-mediated e-tutorial learning using the three search modes of orienteering. We conducted a between-subject study in which learners engaged with either a traditional e-tutorial or a GenAI e-tutorial accessing the same underlying information content. We found that the traditional users maintained greater awareness and focus of the information space, whereas GenAI users exhibited more proactive and exploratory behaviors with lower cognitive load due to the querying-driven interaction. These findings offer guidance for designing tutorials in e-learning. |
| title | Changing the Optics: Comparing Traditional and Retrieval-Augmented GenAI E-Tutorials in Interdisciplinary Learning |
| topic | Human-Computer Interaction J.3; K.3.2 |
| url | https://arxiv.org/abs/2602.20544 |