Open access
2026
Quantifying Conceptual Brittleness: An Evaluation of Large Language Models on Biographical and Occupational Inference
Large language models (LLMs) have demonstrated remarkable capabilities across diverse tasks, yet their ability to maintain stable inference under linguistically varied inputs remains poorly understood. We introduce the concept of conceptual brittleness, defined as the failure of an LLM to sustain inference performance...
Antonio de Jesús García-Chávez, Everardo Gutiérrez-López, D. Flores et al.
· IEEE Access · 0 citations