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cs.LG2025
A Small Math Model: Recasting Strategy Choice Theory in an LLM-Inspired Architecture
Roussel Rahman, Jeff Shrager
Strategy Choice Theory (SCT; Siegler and Shrager, 1984; Siegler, 2000) explains important aspects of children's arithmetic learning based upon principles including learning from de…
cs.LG2025
A Fragile Number Sense: Probing the Elemental Limits of Numerical Reasoning in LLMs
Roussel Rahman, Aashwin Ananda Mishra
Large Language Models (LLMs) have demonstrated remarkable emergent capabilities, yet the robustness of their numerical reasoning remains an open question. While standard benchmarks…