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Generalization of cognitive and sensemaking effects to other task domains

Determine whether OnGoal’s goal-tracking and visualization interface produces additional cognitive and sensemaking effects in task domains beyond writing, including copywriting, data analysis, personal assistance, programming, and learning.

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Background

The evaluation centered on writing tasks, which may not capture domain-specific cognitive demands or sensemaking challenges in other activities.

Cross-domain studies would reveal whether and how OnGoal’s mechanisms translate to differing workflows, information structures, and user needs.

References

However, it is unclear whether additional cognitive and sensemaking effects might emerge in other tasks like copywriting, data analysis, personal assistance, programming, or learning.

OnGoal: Tracking and Visualizing Conversational Goals in Multi-Turn Dialogue with Large Language Models (2508.21061 - Coscia et al., 28 Aug 2025) in Section 7.2 Limitations and Future Work