TY - RPRT TI - From Rules to Reasoning: A Survey of Large Language Model-Based Approaches to Scientific Hypothesis and Idea Generation AU - Herron, Emily [Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)] (ORCID:0000000273008172) AU - Lama, Vanessa [Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)] (ORCID:0009000297382860) AU - Bouknight, Sedrick [Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)] (ORCID:0009000197303555) AU - Ghosal, Tirthankar [Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)] (ORCID:000000022358522X) PY - 2026 DO - 10.1145/3815423 UR - https://www.osti.gov/biblio/3385014 ID - 3385014 ER -