Context Sensitive Frames and AI Alignment

Artificial Intelligence alignment requires more than encoding human values as traits. It demands representational alignment-the ability to frame situations in ways that mirror human sensemaking. Trait-based models capture general tendencies but underfit real-world variation, ignoring how values shift across contexts. This paper argues that context-sensitive framing is essential for trust in high-stakes domains like medical triage. We draw from the Frame Problem, Relevance Realization, and the Person-Situation Debate to highlight the limits of trait-based alignment and propose research into medic sensemaking.

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Publication Details

Published
2025-05-05
DOI
https://doi.org/10.1109/cai64502.2025.00218
Primary Topic
Ethics and Social Impacts of AI
Type
article
Field-Weighted Citation Impact
0.00

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article

Context Sensitive Frames and AI Alignment

Jared Peterson
Ethics and Social Impacts of AI
article

Context Sensitive Frames and AI Alignment

Jared Peterson
article en

Abstract

Artificial Intelligence alignment requires more than encoding human values as traits. It demands representational alignment-the ability to frame situations in ways that mirror human sensemaking. Trait-based models capture general tendencies but underfit real-world variation, ignoring how values shift across contexts. This paper argues that context-sensitive framing is essential for trust in high-stakes domains like medical triage. We draw from the Frame Problem, Relevance Realization, and the Person-Situation Debate to highlight the limits of trait-based alignment and propose research into medic sensemaking.

Defense Advanced Research Projects Agency
Openalex Percentile: Top 84%
Ethics and Social Impacts of AI
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Context Sensitive Frames and AI Alignment — Jared Peterson · (2025) | TGRS Research Map | TGRS