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cs.LG2025
Inference economics of language models
Ege Erdil
We develop a theoretical model that addresses the economic trade-off between cost per token versus serial token generation speed when deploying LLMs for inference at scale. Our mod…
cs.LG2023
Power Law Trends in Speedrunning and Machine Learning
Ege Erdil, Jaime Sevilla
We find that improvements in speedrunning world records follow a power law pattern. Using this observation, we answer an outstanding question from previous work: How do we improve…