R0044/2026-04-01/Q003/SRC01/E01¶
Ibrahim et al. unified framework bridging cognitive science, HCI, and AI safety concepts
URL: https://arxiv.org/html/2509.08010v1
Extract¶
Ibrahim et al. provide the most comprehensive vocabulary bridging found in this research:
Concepts explicitly connected in a single framework: - Automation bias (cognitive science / human factors) — listed as a cognitive mechanism behind overreliance - Sycophancy (AI safety) — described as models' "tendency to be overly agreeable" that "discourages critical evaluation" - Trust calibration (HCI / human factors) — extensive discussion of miscalibration where users "struggle to generalize LLM successes and failures across domains" - Cognitive offloading (cognitive science) — mechanism by which users delegate cognitive work to AI - Complacency bias (human factors) — listed alongside automation bias
System-side design recommendations that bridge both traditions: - Uncertainty expression: models should communicate limitations through "natural language (e.g., 'I'm not sure, maybe...') or other forms (e.g., confidence scores)" - Friction mechanisms: "Extra click or disclaimers" to slow users at critical points - Mixed-initiative controls: designs where "both the user and AI suggest, produce, evaluate, and modify outputs" - Visual cue adjustment: revising features like typing indicators that "contribute to the illusion of human-like behavior"
Critical observation: While Ibrahim et al. use both vocabulary sets in a single paper, they do not explicitly declare the bridging as their purpose. The paper's focus is overreliance measurement and mitigation, and the vocabulary bridging is a byproduct of their comprehensive literature review rather than a deliberate contribution.
Relevance to Hypotheses¶
| Hypothesis | Relationship | Strength |
|---|---|---|
| H1 | Contradicts | Not a formal vocabulary mapping; bridging is implicit |
| H2 | Supports strongly | Best example of partial bridging — both vocabularies used in single framework |
| H3 | Contradicts strongly | Demonstrates at least some researchers are connecting the traditions |
Context¶
This paper is significant because it demonstrates that the bridging is possible and productive — but it also demonstrates that even the best bridging work treats it as incidental rather than central. The absence of a deliberate, formal vocabulary mapping remains a gap.