A Mechanistic Interpretation of Syllogistic Reasoning in Auto-Regressive Language Models. - Geonhee Kim; Marco Valentino; André Freitas (CoRR, 2024)

Reasoning Circuits in Language Models: A Mechanistic Interpretation of Syllogistic Inference. - Geonhee Kim; Marco Valentino; André Freitas (ACL (Findings), 2025)

Mitigating Content Effects on Reasoning in Language Models through Fine-Grained Activation Steering. - Marco Valentino; Geonhee Kim; Dhairya Dalal; Zhixue Zhao; André Freitas (CoRR, 2025)