Comparative Analysis of Large Language Models for Molecular Property Prediction: Insights from Fine-Tuning RoBERTa, BART, and LLaMA

Systematic comparison of the performance of RoBERTa, BART, and LLaMA large language models in predicting molecular properties through fine-tuning, highlighting the importance of model architecture and scale.