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cs.CL2025
Circuit Stability Characterizes Language Model Generalization
Alan Sun
Extensively evaluating the capabilities of (large) language models is difficult. Rapid development of state-of-the-art models induce benchmark saturation, while creating more chall…
cs.CL2024
Algorithmic Phase Transitions in Language Models: A Mechanistic Case Study of Arithmetic
Alan Sun, Ethan Sun, Warren Shepard
Zero-shot capabilities of large language models make them powerful tools for solving a range of tasks without explicit training. It remains unclear, however, how these models achie…