Fine-tuned LLMs on FDM formulation data recommend excipients and predict properties, with Llama2 performing best but exhibiting catastrophic forgetting and limited processability evaluation.
A Comprehensive Survey of Small Language Models in the Era of Large Language Models: Techniques, Enhancements, Applications, Collaboration with LLMs, and Trustworthiness
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FormuLLA: A Large Language Model Approach to Generating Novel 3D Printable Formulations
Fine-tuned LLMs on FDM formulation data recommend excipients and predict properties, with Llama2 performing best but exhibiting catastrophic forgetting and limited processability evaluation.