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ai: change Epoch links as requested by the source (#3562)
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veronikasamborska1994 authored Nov 19, 2024
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description: Epoch dataset on how performance on a MMLU language benchmark scales with computational resources.
producer: Epoch
citation_full: |-
Owen, David. (2023). Large Language Model performance and compute, Epoch (2023) [Data set]. In Extrapolating performance in language modeling benchmarks. Published online at epochai.org. Retrieved from: 'https://epochai.org/blog/extrapolating-performance-in-language-modelling-benchmarks' [online resource].
url_main: https://epochai.org/blog/extrapolating-performance-in-language-modelling-benchmarks
Owen, David. (2023). Large Language Model performance and compute, Epoch (2023) [Data set]. In Extrapolating performance in language modeling benchmarks. Published online at epoch.ai. Retrieved from: 'https://epoch.ai/blog/extrapolating-performance-in-language-modelling-benchmarks' [online resource].
url_main: https://epoch.ai/blog/extrapolating-performance-in-language-modelling-benchmarks
date_accessed: 2024-02-15
date_published: 2023-07-12
license:
name: Creative Commons BY 4.0
url: https://epochai.org/blog/extrapolating-performance-in-language-modelling-benchmarks
url: https://epoch.ai/blog/extrapolating-performance-in-language-modelling-benchmarks
wdir: ../../../data/snapshots/artificial_intelligence/2024-02-15
outs:
- md5: 134cb73f28be470ee6566d86a19812e4
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Ben Cottier, Robi Rahman, Loredana Fattorini, Nestor Maslej, and David Owen. ‘The rising costs of training frontier AI models’. ArXiv [cs.CY], 2024. arXiv. https://arxiv.org/abs/2405.21015.

# Files
url_main: https://epochai.org/blog/how-much-does-it-cost-to-train-frontier-ai-models
url_main: https://epoch.ai/blog/how-much-does-it-cost-to-train-frontier-ai-models
date_accessed: 2024-06-06

# License
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6 changes: 3 additions & 3 deletions snapshots/artificial_intelligence/2024-10-01/epoch.csv.dvc
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The authors note that: "For new models (from 2020 onward) it is harder to assess these criteria, so we fall back to a subjective selection. We refer to models meeting our selection criteria as 'milestone models."
# Citation
producer: Epoch
citation_full: "Epoch AI, ‘Parameter, Compute and Data Trends in Machine Learning’. Published online at epochai.org. Retrieved from: ‘https://epochai.org/data/epochdb/visualization’ [online resource]"
citation_full: "Epoch AI, ‘Parameter, Compute and Data Trends in Machine Learning’. Published online at epoch.ai. Retrieved from: ‘https://epoch.ai/data/epochdb/visualization’ [online resource]"
# Files
url_main: https://epochai.org/mlinputs/visualization
url_download: https://epochai.org/data/epochdb/notable_ai_models.csv
url_main: https://epoch.ai/mlinputs/visualization
url_download: https://epoch.ai/data/epochdb/notable_ai_models.csv
date_accessed: 2024-10-01
# License
license:
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# Citation
producer: Epoch
citation_full: |-
Robi Rahman, David Owen and Josh You (2024), "Tracking Compute-Intensive AI Models". Published online at epochai.org. Retrieved from: 'https://epochai.org/blog/tracking-compute-intensive-ai-models' [online resource]
Robi Rahman, David Owen and Josh You (2024), "Tracking Compute-Intensive AI Models". Published online at epoch.ai. Retrieved from: 'https://epoch.ai/blog/tracking-compute-intensive-ai-models' [online resource]

# Files
url_main: https://epochai.org/blog/tracking-compute-intensive-ai-models
url_download: https://epochai.org/data/epochdb/large_scale_ai_models.csv
url_main: https://epoch.ai/blog/tracking-compute-intensive-ai-models
url_download: https://epoch.ai/data/epochdb/large_scale_ai_models.csv
date_accessed: 2024-10-01

# License
license:
name: CC BY 4.0
url: https://epochai.org/blog/how-much-does-it-cost-to-train-frontier-ai-models
url: https://epoch.ai/blog/how-much-does-it-cost-to-train-frontier-ai-models
outs:
- md5: fc0daab615a6057ff1c9a0df94d757c7
size: 441995
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