From Indirect Object Identification to Syllogisms: Exploring Binary Mechanisms in Transformer Circuits - Karim Saraipour (2025)

How Post-Training Reshapes LLMs: A Mechanistic View on Knowledge, Truthfulness, Refusal, and Confidence. - Hongzhe Du; Weikai Li 002; Min Cai; Karim Saraipour; Zimin Zhang; Himabindu Lakkaraju; Yizhou Sun; Shichang Zhang (CoRR, 2025)

Accountability Attribution: Tracing Model Behavior to Training Processes. - Shichang Zhang; Hongzhe Du; Karim Saraipour; Jiaqi W. Ma; Himabindu Lakkaraju (CoRR, 2025)