ENVIRONMENTAL DOMAIN

Energy & climate

Electricity demand, grids, emissions, and climate systems.

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Research papers and scholarly literature on impacts, applications, and methods.

Scientific Paper · 2019-06-05

Energy and Policy Considerations for Deep Learning in NLP

Training large neural networks improves NLP accuracy but requires significant computational resources, leading to high financial and environmental costs.

Source: arXivReachable at last check · Required metadata corroborated
Scientific Paper · 2024-10-15

Power Hungry Processing: Watts Driving the Cost of AI Deployment?

Generative AI models consume significantly more energy and emit more carbon than task-specific models, raising concerns about their environmental impact.

Source: arXivReachable at last check · Required metadata corroborated
Scientific Paper · 2024-12-04

Probabilistic Weather Forecasting with Machine Learning

GenCast, an ML-based weather model, outperforms traditional forecasts in accuracy and speed, enhancing weather prediction and risk assessment.

Source: NatureReachable at last check · Metadata unconfirmed
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Missing metadata is a curation task, not evidence of absent research or activity. The Resource Hub does not currently contain a validated incident dataset, expert survey, or measurements of net environmental benefit.