PANDALens: Towards AI-Assisted In-Context Writing on OHMD During Travels

Runze Cai, Nuwan Janaka, Yang Chen, Lucia Wang, Shengdong Zhao*, Can Liu*

*Corresponding author for this work

Research output: Chapters, Conference Papers, Creative and Literary WorksRGC 32 - Refereed conference paper (with host publication)peer-review

13 Citations (Scopus)
38 Downloads (CityUHK Scholars)

Abstract

While effective for recording and sharing experiences, traditional in-context writing tools are relatively passive and unintelligent, serving more like instruments rather than companions. This reduces primary task (e.g., travel) enjoyment and hinders high-quality writing. Through formative study and iterative development, we introduce PANDALens, a Proactive AI Narrative Documentation Assistant built on an Optical See-Through Head Mounted Display that supports personalized documentation in everyday activities. PANDALens observes multimodal contextual information from user behaviors and environment to confirm interests and elicit contemplation, and employs Large Language Models to transform such multimodal information into coherent narratives with significantly reduced user effort. A real-world travel scenario comparing PANDALens with a smartphone alternative confirmed its effectiveness in improving writing quality and travel enjoyment while minimizing user effort. Accordingly, we propose design guidelines for AI-assisted in-context writing, highlighting the potential of transforming them from tools to intelligent companions. © 2024 The owner/author(s).
Original languageEnglish
Title of host publicationCHI '24 - Proceedings of the 2024 CHI Conference on Human Factors in Computing Systems
EditorsFlorian ‘Floyd’ Mueller, Penny Kyburz, Julie R. Williamson, Corina Sas, Max L. Wilson, Phoebe Toups Dugas, Irina Shklovski
Place of PublicationNew York, NY
PublisherAssociation for Computing Machinery
ISBN (Print)9798400703300
DOIs
Publication statusPublished - 2024
Event2024 ACM CHI Conference on Human Factors in Computing Systems (CHI 2024): Surfing the World - Hybrid, Honolulu, United States
Duration: 11 May 202416 May 2024
https://chi2024.acm.org/

Publication series

NameCHI
PublisherAssociation for Computing Machinery

Conference

Conference2024 ACM CHI Conference on Human Factors in Computing Systems (CHI 2024)
Abbreviated titleCHI '24
Country/TerritoryUnited States
CityHonolulu
Period11/05/2416/05/24
Internet address

Research Keywords

  • AI
  • HMD
  • Human-AI collaborative writing
  • in-context writing
  • large language model
  • multimodal information
  • smart glasses
  • travel blog

Publisher's Copyright Statement

  • This full text is made available under CC-BY 4.0. https://creativecommons.org/licenses/by/4.0/

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