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Scaling Laws for LLMs: Why Bigger Is Not Always Better
Last Updated: December 11, 2025
Ashish Pratap Singh
7 min read
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What Are Scaling Laws?
The OpenAI Scaling Laws (2020)
The Chinchilla Scaling Laws (2022)
Why the Difference?
The Impact on Model Development
Beyond Chinchilla: Inference-Optimal Training
The Mathematics of Scaling
Emergent Abilities and Scaling
Scaling Laws for Different Resources
Practical Implications
The Limits of Scaling
Key Takeaways
References
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