Part C analyzed the most paper summaries ( ) when compared to the previous two parts in the manuscript. The report format was utilized from Part A, while the numerical results comparisons from papers to new LLM forecasts was utilized from Part B. The machine learning focus was set on reinforcement learning and bayesian optimization, as shown in Prompts C1 and C2. Scoring was similar to the Part A report scoring template, with results for the top three models shown in Figure . Out of the 4 generations, o1-preview was chosen due to detail and being most convincing, as seen into two separate parts for formatting purposes: Table and, followed by extended analysis for each of the 6 papers.