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win-rate evaluation
win-rate evaluation
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compute democratization
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inference compute
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sampling strategies
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large language model
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multilingual llm
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inference scaling
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multilingual language model
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scaling law
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sampling strategy
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model selection
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Papers
When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs
EMNLP 2025
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