Where Does Social Reasoning Come From? Capability Provenance in Language Models accepted to Conference on Language Modeling (COLM) 2026! This was a collaboration between Mark Riedl’s lab and Eleuther AI on tracing social reasoning capabilities in LLMs to specific pretraining data sources using gradient-based attribution.