Gene expression and pathway analysis constitute a critical nexus in modern molecular biology, facilitating the exploration of how genes collectively influence cellular functions and disease processes.

Gene-set analysis seeks to identify the biological mechanisms underlying groups of genes with shared functions. Large language models (LLMs) have shown promise in generating functional descriptions ...