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Figure 2. Large language model-assisted interpretation enhances biological understanding of enrichment clusters. (A) Schematic of the cluster-first LLM interpretation framework. EnrichGT-generated clusters containing gene modules and enriched terms are processed through optimized prompts before LLM analysis, ensuring appropriate context and scope for biological interpretation; (B) Conventional Bubble Plot Output Before LLM-Assisted Annotation. LLM: Large language model.