Understanding LLM Scientific Reasoning through Promptings and Model's Explanation on the Answers. - Alice Rueda; Mohammed S. Hassan; Argyrios Perivolaris; Bazen G. Teferra; Reza Samavi; Sirisha Rambhatla; Yuqi Wu; Yanbo Zhang; Bo Cao; Divya Sharma; Sridhar Krishnan Venkat Bhat (CoRR, 2025)