Research Articles
ESM-2 Model Size Selection Guide: Maximizing Performance for Biological Sequence Tasks
This guide provides a structured framework for selecting the optimal ESM-2 protein language model size for specific biological research and drug development tasks.
Beyond Sequence Similarity: ESM-2's Power in Protein Function Prediction for Low-Homology Targets
This article explores the performance and application of the Evolutionary Scale Model 2 (ESM-2) for predicting protein structure and function in targets with low sequence homology.
ESM2 for Protein-Protein Interaction Prediction: A Complete Guide for Researchers and Drug Developers
This comprehensive article explores the application of the Evolutionary Scale Model 2 (ESM2) for predicting Protein-Protein Interactions (PPI).
Revolutionizing DNA-Protein Interaction Prediction: A Comprehensive Guide to ESM2 for Biomedical Research and Drug Discovery
This article provides a detailed, practical guide for researchers, scientists, and drug development professionals on using the ESM-2 protein language model for predicting and analyzing DNA-binding proteins.
From Sequence to Function: How ESM2 ProtBERT is Revolutionizing GO Annotation in Drug Discovery
This article provides a comprehensive guide to using the ESM2 ProtBERT model for Gene Ontology (GO) term prediction, a critical task in functional genomics and drug development.
Predicting Enzyme Function with ESM2 and ProtBERT: A Comprehensive Guide to EC Number Prediction for Biomedical Research
This article provides a comprehensive analysis of using cutting-edge protein language models, specifically ESM2 and ProtBERT, for predicting Enzyme Commission (EC) numbers—a critical task in functional annotation, enzyme discovery, and...
ESM2 ProtBERT: A Complete Guide to Advanced Protein Feature Extraction for Drug Discovery
This article provides a comprehensive guide for researchers and drug development professionals on leveraging the ESM2 ProtBERT model for state-of-the-art protein representation.
ESM2 and ProtBERT: A Guide to Compute Requirements for Protein Language Models in Drug Discovery
This article provides researchers, scientists, and drug development professionals with a comprehensive, practical guide to the computational resource requirements for the state-of-the-art protein language models ESM2 and ProtBERT.
ESM2 vs. ProtBERT: A Comprehensive Benchmark of Computational Efficiency for Protein Language Models in Drug Discovery
This article provides a detailed benchmark analysis comparing the computational efficiency of two leading protein language models, ESM2 and ProtBERT, specifically tailored for researchers and drug development professionals.
ESM2 ProtBERT on Low-Homology Proteins: Accuracy Assessment, Pitfalls, and Biomedical Potential
This article provides a comprehensive analysis of the ESM2 and ProtBERT protein language models (pLMs) for predicting the structure and function of low-homology protein sequences, where traditional homology-based methods fail.