fig6

Benchmarking and fine-tuning large language models for domain-specific materials science: a case study toward GPU application

Figure 6. Four representative GPUmatLLM responses to domain-specific questions drawn from the GPU materials science evaluation set (Orange represents Domain-specific terminology, blue represents Engineering/Process Insights, and purple represents Performance/Benefit). GPU: Graphics processing unit; PCB: printed circuit board; I/O: input/output.