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cs.CL2026
Greener Than Humans? Environmental Attitudes in Large Language Models
Stefanie Kunkel, Tilman Hartwig, Marcus Voss +2
Large language models (LLMs) are increasingly used in sustainability-related decision support, reporting, and public communication, yet little systematic evidence exists on the env…
cs.CL2025
Comparing energy consumption and accuracy in text classification inference
Johannes Zschache, Tilman Hartwig
The increasing deployment of large language models (LLMs) in natural language processing (NLP) tasks raises concerns about energy efficiency and sustainability. While prior researc…