2025 · AMCIS 2025, Data Science / SIG DSA (ERF)
Multi-Dimensional Bias Analysis in LLMs Using Hierarchical and Interaction Models
The paper proposes the Triangle Multi-Dimensional Model for Bias Analysis, a hierarchical and interaction-based framework for tracing how bias originates, propagates, compounds, and feeds back across an LLM lifecycle.
Keywords: Triangle Multi-Dimensional Model · LLM bias · hierarchical bias analysis · cross-layer propagation · feedback loops