Leveraging vector search technologies, Literature Scouter automatically sifted through the Semantic Scholar database containing over 20 million academic literatures. The use of the Semantic Scholar database instead of relying on the LLM's knowledge (i.e., training data used by OpenAI to train GPT-4) ensured the accuracy of the chemistry details with proper references (Fig. ).