BIRDS framework quantifies request-level biodiversity impacts of LLM serving via operational and embodied pathways and introduces QNBI to jointly assess impact and quality, showing accumulation at scale across workloads, models, GPUs, and regions.
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BIRDS: Characterizing and Understanding Biodiversity Impact of Large Language Model Serving
BIRDS framework quantifies request-level biodiversity impacts of LLM serving via operational and embodied pathways and introduces QNBI to jointly assess impact and quality, showing accumulation at scale across workloads, models, GPUs, and regions.