Neurons Speak in Ranges: Breaking Free from Discrete Neuronal Attribution

Muhammad Umair Haider, Hammad Rizwan, Hassan Sajjad +2

Pervasive polysemanticity in large language models (LLMs) undermines discrete neuron-concept attribution, posing a significant challenge for model interpretation and control. We sy…