Beyond the Answer: Decoding the Behavior of LLMs as Scientific Reasoners

Rohan Pandey, Eric Ye, Michael Li

As Large Language Models (LLMs) achieve increasingly sophisticated performance on complex reasoning tasks, current architectures serve as critical proxies for the internal heuristi…