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Hong-Nian Huang

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#natural language process... Preprint Nov 2026

When Every Choice Is Correct: A Causal Study of Numerical Preference in Language Models

When a language model chooses a number between 1 and 30, every integer in the range is valid, yet the model can favor particular answers. We use numerical choice to study how preference is processed across layers and tokens. Perturbation probing and gradient attribution nominate neurons for activation interventions. In...

Hong-Nian Huang, Hong-Liang Liu · 0 citations

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