Mechanics of Bias and Reasoning: Interpreting the Impact of Chain-of-Thought Prompting on Gender Bias in LLMs. - Edie Pearman; Sophia Osborne; Mira Kandlikar-Bloch; Mina Arzaghi; Florian Carichon; Golnoosh Farnadi (CoRR, 2026)