Each of the 15 prompts were evaluated by the author of the paper according to the following conditions: Each of the 5 files were processed using single prompts and the three LMMs, for a total of 15 responses. Each of the 15 responses were then evaluated by two LLM Judges as shown in Figure . Llama 3.1 405B and Nemotron 4 340B settings: temperature = 1.0, top p = 1.0, max tokens=2048, stream=True, stop=None. The build.nvidia.com NIM API interface was used to process the models, which were accessed using a Google Colab CPU . Model Identification: Llama LLM: meta/llama-3.1-405b-instruct, Nemotron LLM: nvidia/nemotron-4-340b-instruct . ChatGPT 4o: -**m/z = 391.2387**: This is the molecular ion peak [M+H]+, indicating the protonated molecular ion of the compound. The calculated m/z value for C25H31N2O2+ is 391.2380, and the found value of 391.2387 is very close, confirming the molecular formula and structure of 4a. Since the image only shows one major peak at m/z 391.2387, the analysis is straightforward. This peak represents the protonated form of the intact molecule, confirming its molecular weight.