私たちの物語 - お金・経済・過去ログ No.75254

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<1505080> JamesCluts

■2025年06月30日月曜日 01時20分07秒

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Whether it窶冱 answering work emails or drafting wedding vows, generative artificial intelligence tools have become a trusty copilot in many people窶冱 lives. But a growing body of research shows that for every problem AI solves, hidden environmental costs are racking up.

Each word in an AI prompt is broken down into clusters of numbers called 窶徼oken IDs窶� and sent to massive data centers 窶� some larger than football fields 窶� powered by coal or natural gas plants. There, stacks of large computers generate responses through dozens of rapid calculations.

The whole process can take up to 10 times more energy to complete than a regular Google search, according to a frequently cited estimation by the Electric Power Research Institute.
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So, for each prompt you give AI, what窶冱 the damage? To find out, researchers in Germany tested 14 large language model (LLM) AI systems by asking them both free-response and multiple-choice questions. Complex questions produced up to six times more carbon dioxide emissions than questions with concise answers.

In addition, 窶徭marter窶� LLMs with more reasoning abilities produced up to 50 times more carbon emissions than simpler systems to answer the same question, the study reported.

窶弋his shows us the tradeoff between energy consumption and the accuracy of model performance,窶� said Maximilian Dauner, a doctoral student at Hochschule Munchen University of Applied Sciences and first author of the Frontiers in Communication study published Wednesday.

Typically, these smarter, more energy intensive LLMs have tens of billions more parameters 窶� the biases used for processing token IDs 窶� than smaller, more concise models.

窶弸ou can think of it like a neural network in the brain. The more neuron connections, the more thinking you can do to answer a question,窶� Dauner said.
What you can do to reduce your carbon footprint
Complex questions require more energy in part because of the lengthy explanations many AI models are trained to provide, Dauner said. If you ask an AI chatbot to solve an algebra question for you, it may take you through the steps it took to find the answer, he said.

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■2025年06月30日月曜日 01時17分01秒

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■2025年06月30日月曜日 01時00分05秒

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■2025年06月30日月曜日 00時59分05秒

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■2025年06月29日日曜日 23時59分51秒

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