Phase 2: Mechanistic Drivers (Confirmatory Trial)

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Authors: David Gringras
Cited by: 0

Abstract

Phase 2 Confirmatory Trial: Mechanistic Drivers of Scaffold-Induced Safety Degradation This component houses the pre-registration, protocols, and data for the Phase 2 trial (N=300) of the parent study "Safety Under Scaffolding" (DOI: 10.17605/OSF.IO/CJW92). Objective: To isolate whether safety degradation is driven by chain structure or semantic invocation prompts. Benchmarks: BBQ and TruthfulQA. Design: Within-item repeated measures across six frontier models (DeepSeek, Opus, GPT-5.2, Llama 4, Mistral).

Fields of Study & Subjects

Adversarial Robustness in Machine Learning Ethics and Social Impacts of AI Topic Modeling

Publication details

Publication date
1 January 2026
Language
EN
Document type
Preprint