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The paper introduces ChatChemTS, an LLM-powered chatbot that enables chemists to design molecules using the ChemTSv2 AI-based molecule generator through natural language interactions. ChatChemTS automates the construction of reward functions based on user-specified molecular properties, thereby lowering the barrier to entry for chemists without specialized AI knowledge. The utility of ChatChemTS is demonstrated through de novo design of chromophores and anticancer drugs, showcasing single- and multi-objective optimization capabilities.
ChatChemTS lets chemists design molecules with AI through simple chat, no AI expertise required.
Recent advancements in artificial intelligence (AI)-based molecular design methodologies have offered synthetic chemists new ways to design functional molecules with their desired properties. While various AI-based molecule generators have significantly advanced toward practical applications, their effective use still requires specialized knowledge and skills concerning AI techniques. Here, we develop a large language model (LLM)-powered chatbot, ChatChemTS, that assists users in designing new molecules using an AI-based molecule generator through only chat interactions, including automated construction of reward functions for the specified properties. Our study showcases the utility of ChatChemTS through de novo design cases involving chromophores and anticancer drugs (epidermal growth factor receptor inhibitors), exemplifying single- and multiobjective molecule optimization scenarios, respectively. ChatChemTS is provided as an open-source package on GitHub at https://github.com/molecule-generator-collection/ChatChemTS. Scientific contribution ChatChemTS is an open-source application that assists users in utilizing an AI-based molecule generator, ChemTSv2, solely through chat interactions. This study demonstrates that LLMs possess the potential to utilize advanced software, such as AI-based molecular generators, which require specialized knowledge and technical skills.