For the Characterization-Free Compliance evaluation, as shown in Figure , GPT-4 frequently included characterization data, Claude and Gemini were more effective in excluding such information, which aligns with the earlier quantitative results (Figure ). Therefore, Claude and Gemini demonstrated a better ability to distinguish synthesisspecific data from characterization details, which is crucial for creating a focused and relevant dataset.